{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example 1: Detecting an obvious outlier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Point with highest outlier score:  [3. 3.]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from isotree import IsolationForest\n",
    "\n",
    "### Random data from a standard normal distribution\n",
    "np.random.seed(1)\n",
    "n = 100\n",
    "m = 2\n",
    "X = np.random.normal(size = (n, m))\n",
    "\n",
    "### Will now add obvious outlier point (3, 3) to the data\n",
    "X = np.r_[X, np.array([3, 3]).reshape((1, m))]\n",
    "\n",
    "### Fit a small isolation forest model\n",
    "iso = IsolationForest(ntrees = 10, ndim = 2, nthreads = 1)\n",
    "iso.fit(X)\n",
    "\n",
    "### Check which row has the highest outlier score\n",
    "pred = iso.predict(X)\n",
    "print(\"Point with highest outlier score: \",\n",
    "      X[np.argsort(-pred)[0], ])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example 2: Plotting outlier and density regions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GRkZGRkbGtiALHRkZGRkZGRnbgix0ZGRkZGRkZGwLstCRkZGRkZGRsS3IQkdGRkZGRkbGtiALHRkZGRkZGRnbgix0ZGRkZGRkZGwLstCRkZGRkZGRsS3IQkdGRkZGRkbGtiALHRkZGRkZGRnbgix0ZGRkZGRkZGwLstCRkZGRkZGRsS3IQkdGRkZGRkbGtiALHRkZGRkZGRnbgix0ZGRkZGRkZGwLstAxAiJylYgcOsVlXiIiQUSeucV8zxeRKxPh14jI358yAjen45qCfn+9ZLto2AxlbZWRcTpQ8InUmAgi8r1bKOchRVk7Tie9iXpnClqvPAVlPbIo68kj0pwUDxyj7i3zwrI2F5ErCxpnTiWNI+i4sqT/3Lwd9Y+DU9U/a6eKoIzTjucD5wBXu/AXA+1tpuWDwK+4sH3bTMMolLVVRsbpwnHgGYnwrUwaDwFeRuy3x04BTRmbo6zN3w08HljdZnq+Hlgz9+vbXP8onJL+mYWO+zhCCJ89A9UeCSF89FQWKCKTIYS1zVNmZJyV6JzqMZFx5hBCOAgcPANV/1cIYflUFSYiVaAaQmidqjLvLbJ5ZQsQkbqI/K6I3CEiGyJyl4i8XUQaJs3lIvIBEVkVkaMi8kYROW+Tcr9fRD4sIkeKPB8Ukcea+KuB5wJPMmq3q4q4IZWiiHy9iFwrIusickBEXmPVhCLyZFWBisjficiyiNwiIi8+Re30ABF5h4gsisiSiPyTiDzIpQki8jMi8moROQh82sQ9W0SuK+jfLyKvFJG6ib9IRN4qIveIyJqIfEFEfn2ztsrIOFMQkZ8v+vMjTNgVItIRkR8uzBH/VETdWvTb20zai0XkzQWPWBWR94nIQ028miyeLyKvFZHjIvJFEXm5iAzweRF5roh8vhg7HwIeVkLzD4vI3oLX3S4iv5BI82IR2SciKyLyT8D9TrJ9vlVEPl6Uc7TgX08y8VMi8ocFP1gXkf8SkadvUubDijbbV7TZXhH5aW2PUW0uCfOKiJwjIn8pIoeL8q6xfLpIc5vEOeJ/Fe1/tKDhXpvMRKQq0byh889eEflul+bqgnd+m4jsJWpKvrqIG9mHijS/LCI3S3/ueK+InL9Z/9wSQgj5KrmAq4BD5v6lwN3ADwBfR1TjXw1MFvELRLXTR4BvA74X+CLwKaBRpLkECMAzXbkvBJ4KfBPw10S13qVF/AOBfwU+AXxNcV1UxF0D/L0p6xFAi6ge/BbgRwua3mvSPLmg4SbgJcDTgL8owq7YpE2uAd5G1JKduEz8BHALcCPwnUQB4DPAncAuky4UbfkWolr6m4vw5wNd4DXA04EfK+j/XZP3X00bPxn4IeCVm7VVvvJ1Oi7lE35MuHFRAT4M/FcR1wQ+B7yniJ8DfrYYF99e9NtHF3G7gDuATxbj45lFWfvo8x7lK7cBv1eM6VcUYc83dHwV0AH+ruA1P1eM1wBcadL9PNFs+5tFWb8EbAD/06R5dpHvT4FvBH6roCkATx7RXkrrM4v7BxJ51u8QzQvfDPwq8O0mzxuBJeAnCrr/oaDviSbNNQzywqcCLweeVfCJnyaawX55jDa/sgifMeV9GNgP/GBR5ocKmh5k0txWvKt3Fc/xQmAZeM0mfUjrm2ewD4lJ85vFM7+kaO/XFXleYNJcTeyLnyfOP08DLmK8PvT9xfO8GHgS8Bzgj4v3U9pWWx4vZ3rAns0Xw0LHu4DfG5H+FcQJcs6EXWE7hh9wiTIqRWe7AXipCf974JpEej/Q3kwUJqom7PlFnY8v7p9c3P+aSVMnqhNfsUmbXFPk9VetiP9RIlO71OS5iMhUftmEBeCTrmwBbgfe4MJ/iGjn3F3cLwPPGkFjsq3yla/TcRV8IjUmAnCJSfegou/+KvD7wBHgAhP/TJ+nCP914DCDQvtO4gT648W98pW/cnmvB95s7t8KfJbByex/Y4QO4gSzDLzMlfVrxEm3Wtx/DPhnl+b1bF3oeB5weET6hwM94AdMWIW4mHmfCbsGwwtdGULkq78C3DJGm1+JETqIC6MAPMmkmSbyzNeasNuALzAocL4a2L9JH9L6/PXDRfwuYCXxTt4D3Gjury7yXX4SfeiPgbeNoDHZVlu9snlla7geuFJEfkFEvkJExMVfAbw/hLCoASGEjxE74hPLChWRh0s00xwgrvLbwEOJjjtbxRXA20MIXRP2NqIg4Gl4v6GzTRRWLhqjjn8FHmevEELH1P+JEMItpuwvAv+RqP/d7v4hwMXAW0WkpldRXxN4ZJHueuD/FCrQi8egNyPjdOM4bkwU112aIIRwM/CLRKHjp4CfCCHcNVzUEL4B+Bdg0YyJJeDjwGNd2ve7+88yOKavAN4ZilmkwD+4PI8nTqh/lxiH5wEXSfQVeDTwjy6vL2scfBqYL0wXTxeRaRf/OKLQ8HcaEELoFfej+GqzMC/dTNTSqObmAcXzbAVXAAdDCP9maFghLkQ9DR80/BDiOzhXjBl+BL6Owf7zjiL8kcAUpg0KvAV4iIica8LuDCFc79KN04euB765aLMrind8ypGFjq3hN4A/Iaqf/hvYJyI/ZeLvBxxI5DtAlFSHICKzREaxB/gZ4GuJne2/iRPtVjFEQyGAHE7Q4D2QW2PWeTSEcJ29RtVfINUGPt05xf/3EBmEXrcW4XuK/98JXAe8CrhdRK4XkaeOQXdGxulCx4+J4vIOfG8r/h9heAIpwznEPt9211PojwnFZmP6fOAel8bf6zjc6+r7YBG+h2hKro1R1qYIIdxINNVcShz7h0TkTSKyUCS5H7AcQvA7SQ4AUyIyUVL0bxPNR68jmjoeR+ThsHXeuhW+lnoHAowjdHzS9R89skF9ZTwNer8zEWYxTh/6C6Im6PnAtcABEfn1Uy185N0rW0AIYZ3of/FSEXkw0ZTwahG5MYTwXqKPwrmJrOcRJcoUHk9ciTwthHCDBorI/EmSOURD0Wl2Exnd6cbdwGWJ8PMS9Qd3r/EvJNoePW4FCCHcSdQ4VYgrkKuAd4rIxSGEwydJd0bGduDPiLb1c4n91m89T+EI8E6iitxjaYv172eYR/l7HYfPJD2B3Uj0OeuMUdZYCCG8G3h3wfe+hWiS+CPgu4g8ZUZEppzgcR6wGkLYKCn2O4A/CiG8UgNE5FtOhj5G8/bt4qsUNFgep5sULA2er2r8yD5UaI9eBbxKRPYA30PUDN1J7LenBFnTcZIIIdxElKI3iM6bEKXDbyy0FwCIyOOINswPlxQ1Wfw/MXBE5AlFHotxtRDXAt/upNPnEAXMMhpOJa4FHiMiD9AAEbkQeMIY9d9I7OCXlKwaBwSKEEIvxG2KLyeqHu9fRI3bVhkZ2wYR+X7iRP69RKe8XxCRK0wS1Yr4vvsBoiC/NzEmbtwiGf8FfKszDT/HpfkI0YfqgpJxuFRoT68naigYUdaWEEI4HkJ4E/B2+nz1v4gT6fM0XUH/8xjNUyYZ5KtVohBjUdbmHtcSTSRfZ8qbIgpI28FXP0MU9L7DhT8f+HyIW3xHYUt9KISwL4TwCuI5M/oexm2rkciaji1ARN5O1Fh8kjgon0dsww8VSX6fuNvifSLy28AM0bn00/TVqh4fJTptvV5EXknUelxFnHwtbgCeLSLfRtwRc1eJPfg3CvreISJ/WpT320SHq49s9ZlPAlcT7db/LCIvJfqoXEX0qH7tqIwhhJ6I/Czw1yIyB/wzsaNfStyp8jyiw+v7gL8iemhPEBn4fuJuABi/rTIyThVqIvI1ifB9IYQ7ReQi4A+A3ykE5Y+KyHOAvxSRRxdaVGX+LxKRNxNX8Z8m8pXvBf5VRP6IyBvOI+4w+HAI4W+3QOdvEyfQt4rInxN9Bf6HTRBCOCZxm/kfiMj9ifytQvS5ekoI4duLpL8F/EPBZ95e0JM6IG0kRORFRI3ve4k+MA8mTq5/VdDzORH5W+CPC75wM/AjxK2+Pzai6H8Bfrzw6TgC/DiRX1iUtfkAQgjvE5H/AN4iIr9E1Db8HFGw+Z2tPvNWEUI4IiKvBl4iIh2iefk5RLPRC8YoYtM+JCKvJbbTR4k+Sk8hvotfLMoYq63GeZh8lXvrXsXg7pWfL172caJK6lrg2S7Po4kOV6tE296bgPNM/CUMb5l9BlGSXSNur/1mhnelnEMc2EeK/FcV4QPpirCnFrStE22sr2Fw69eTizIe6fINlZVok3HSXEp0gFoiClTvAh7s0gTM9jsX903AvxO9tReJK6rfIAp4E0QPeVXxHirKf9RmbZWvfJ2Oi9G7V15SpHkvcfHRMPkuBI5idsQRBejbiaaL20z4BcAbiOaODaJz+t8AlxXxQ3ylCL8auM6FfQdx4l4nrtIfh9syW6T7XuIia62g81rgZ1ya/0kU7FeJ/hhPZ+u7Vx5PdCq/q6DpVqJwNGHyTBHNLfr81wHf6Mod4E3ESfXtBQ85ALySKKyc2JVS1uakt8wuEAWho0Wb/BvRid7ScBtme39ZWYk2GSdNlajV3UdcjH0W+J7N3vcW+tCVRIf/I8X7/BTwP1wZyf65lUuKgjIyMjIyMjIyTiuyT0dGRkZGRkbGtuBeCx3FXuiPich/F8eyvvxUEJaRkZGxHcg8LCNj+3CvzSuFF/F0CGFZ4vcxPgz8VMgfP8rIyLgPIPOwjIztw73evRKi1KJfxasXV3YUycjIuE8g87CMjO3DKdkyW+x//jjx2wJ/EkK4NpHmhcRDn6jAYyZdfHD/U3GbpVNUiG6+FP/1YyZ2Y7oU4aH4LSbeH78WXD6bVvO3i/ueCQsujf4OJq2lWa9A2u6lYWLutZ6q+e3ps3n886QgiTQ2v7aP1l+n6EjaqLjEFZNYv4BgK+kV97ZBtKFaxf+iYTdC/7bjilgvwpQU/779c3hSU+nLyvLn34/K65EKA/h83Cm1UBKdcRqxGQ+z/GsCHnOhhps0o8ZM2ZjTbl/WJ1LpPQ+0497X53mRIsVfUjSk8qf6v4/X+4oLT/1P8XTLRy0d/ln9vf62PMq2U4p2ZTupYzclcWn6SlkjpCaQVFrPjCoursJwY9l6UszddiZfR+rBbflCuj5Pt6XTpP344nj865TuXpH4+d63E78p8JmydDMi4Svov7yu+6/ombC2Ce8yOD/5MuaAWWLb7CCeZLKr+N+j32Z6wH+liKsW+Xebsqr0T0TpFekqxIlWwyrEr/70iHs820U6pblFPP9WP6qi9K8b+pvEvaBzRbw9faVSpJ8yYQ13P2vor9Pv90pDs6BD0yjttnxFvchnw/V5q0Vd3eJ/g7gvbTdQrTuiNPGsCW8QN57ZSlaL+1UGX3iLuDkL4ubbNnyhHaPWiW2+bqJvIW6e13diP+Cgso/+1zDLHyomrOLyNUry2TB73yiJt/B5ngIfDyH4b2lkbCPG4WEPFAm/Ze7tIqftwpSHWP5lu77m8f3QQvuzH686VOy4V6T4ZYVB/mfP5Lb0kvhty6kzyKMsP6m4302Tv0qat2l65Y+KlQQdWpanwc8H88XzaVtrHvtfy1QeMpWor0lf9aU8vW3SSwVCb5CG6kyRuV4Uro2hD9CiP0koMQ36J4i0icxLeWbdpKcgcIPBF6oPoh1O/6caXeuA/guo0+8QdZNPy7GYIvJqy1S7IO8fj3+d0t0rIYRjxL3SWz4gJuP0wgt2Osi7DDIwn8aGdV06ny9Z0bhEdRP3Pl1JMntfRrN9Ts+gUiT1EumtkOzbyD9uKr6sSUbRk7G9OBkeZseSXZBYWEark5z2MU2vZejEZvugxSqDgo7ta5rPzhkKu+DRRU/LpEkJKvbZ9Dns4sn3czs/2fy6htDn17AN94xWQJlmcK60bazzqNK87uK1vnUX5mnX59d5XRc0Wm6b/hzcNuWq3BB6g885MKFqBs/L9KVXGZT89JN0swyuam0j2Qew6nVbj5Vi9eGsKl1hBSEVILRefVlW0tNFpF0Ba92282yCU7F7ZaFYHSAik8Sv2d0wOtdwZ/aTme2IfiLB3ZcxfHuvZabKS2lN/IDyk/So/CnaUhOjnxTLaLCTn6elLE2qbJsf95tEWf4ZLN0234n0qYe1hZYR7gkYKrgf5yf5FGMue6cWo0gZ9T42Ezx6iTSjBKFUH8/YXpwsD/Nd1Yb7ey8gjBJCbXyrJN1qIrMcE3EAACAASURBVFzr2Yyp66QJgwKQR0rjotBJOMVDbF4/N3oe02VQ4+vHMcR5uVf813a0goEfyzbO027nZqXdChTQX8RrefbdjeItJ2hPMSlboJWAPFQ9ayUczbNREDeKQasKTcNUuOmZ/zD4gjTdwEO4OlQVr2G2A5Z10hKcCp+O+xGP8tX+/tYQwrtOtrBxme9mgoaWpYLeydY7qi2TE28in+1zm5WrfShFs+bRsqw6cxRtqfpSk7QtywomVrXrJ96h+m2Gcb9N6DmXb8zecPJEcLJYS58tsow0S7ZNX3dp7Jitkq7Lr/rgFKsWM04VTpqH2TFp+6POK7afbDYG7X8dEjqU1umbaEfR0qW/eG6YMDsPKVTwWGHQFOnNrUpHKtyPFT8G6pS3kYU+n733NKuZ2i80VBvhhR/VWjSIc+ZKEddkkIdZE4wdt+sMalMgLcxYGkWJ9rZYfTFWkimbFLTBy3igNo6HZzopO7A+hLf7ap1qR/ZCi2KjhOYtfIf2VOxe+RTx6O+MjEGMK7GNE75JspTGw6bzY9QzYmsG9WOXMeO8ijmVxwssGWcep4OHpfpimc8EDE58Kfm7Ql9IUOik6KGTs69b86SgE/colGlDUgIKDM5Xftx4LQKJOFtH3YT7Od0KZb6uDYb92Pxc7rWT2tZWLihbRHhhMfRAVHViK1Zm41dtTRM+Rf9TlV6thMmTwrqJ7xLNIDaPSsHayWyZ6rRiHZNU+FDJskJ0nPMd6yRwRj74FhjuWP4l+rDuiHQ23KfXuLKVxpBqzNVVdWl8502p1r2EbweJVwXi8ttyRj2fD0/VZePtYEu1YdkqLNXHbZy2Txuo90BSjW8rr5iMtjG8d5xtjOJ/6A2/s1Qblj2Th29jPxGk0o5KU7aSG5UntQLNOPuRGi9+1b+ZkFqWL1W+RYv+5L7EoO+2DhcVIuziGoZX7lqXasi9D4U+xyj+490ENhsDnhWkyoXBT0VbH0rbZrpob9L3dfFp28SPYE0XtNWJwoi24wSDPh1KvzrBWhOUzt2eXvUblbpJVDUR9iVoI3k1UEoybBT3Kc9eS4hKoFqfPljP3NsXn/KOt5Jvxf1XgcNKtNq4W/zmbNb2ZtwnUSYkZWScTUgJHDqp+UWjLnD9RKy8PWWFhDjZppAyBaQWZ9aX0DuXbjbOlDb9XWZmtHMv9Cd8uyjy9FZNGtuO2m52brZaIg3X3Sc2TZd+e/VMOPQX+1bjo/KBXxB6c+sJYSW1FdA3mlaixNkGtC9bwyysUGPzeG2IpcNLtfqgfoue3f2Cyb9iwmw9KelrDJwVQkdZ+/o046Tzg8VL3aNW8KPKGxdlmgqlJaUEGEfzoGGpNGVaIx9XxnT8fVmbla12km3t1VQ9d3XdlXogl84rTcraustwW6feu2+zsjZMpRm3nVJqdv9OMu57SGkn/L1d2HqkxveosVmWR1HsKB9Ks5JIW8ZHVNjwO1PK6rXhVmBIaV91vKgzaM+F+3J825XxppYJs9tnPf3eWtFi2GQ16jlVmaBtYx1pB/Kq1GPVOFYqUQnKSpgqSMAwk/POJj2GG8kLBH4vtBKvZhToCx6qHUmp1nV3i9VsWKjdawv+HJrtjGIzpnsyK9hUmZtNQFupb1SHHpeWccwnfu5N0ZgSGrS8UaaGsnw+zE+OPmxke40jHSrGkShddi8EjHoOX0WZwJZ6vjImPYrsUXT4NFnwuG8iJStb6ALS9hG/ILUraCj3qxglqGr4Kul+5tOO8k1QWNP/KH7pfUTshGJ9Irw5yT6nH1tWs2G1Flq+fUY7v7ZMnG7ysA6mOr93GXab0DhcmMIKGGqFUOGlVYS1NFPTJOgyLJ1omDqiqN2nx6CU6J02vTOYNrA/BMa/ZNvgSl/D5bWNqkKTFVJsWSqt2QbcgiRxRnw6Ms5e+P5ahtRqvgtUy5Y5qYI3k4w0rDfoz1HGdP29VfWWVe/H8aj0ZWm0HM8ffLynterSZNx34CdSv+jUcG8Cx/22mnJFk76mGwb7T8vk0XDbd1aJPh5+wmwy3PdS2gnbb9WVIOWT5Bc3qTZI3XvHTJ24Pb32HBJLk3WVgDhH2yMtLK1qFdB4PzdDXz5QvxjrO+kde1smr217+ywDp0cWBYR2savFnouhUs4EUU1lK/ANpFCnFUw6W6eWa08mrNI/fLGZyK8vQB+oadKtmnhLi9IxzrbQBM64puNLBWXq+FHxqVXJqAW/N8X0EuE+r1/Vl5Wdik/JDZupgDUijHrg1EN7LubUKL5e306JLAPhNt+o1WCqnlHklq0+y+hLYdTKNOPshJ08FWWaMcUoLbU1aWzWH2xfKtNA4n6vMNhnu6Sd2zFpoO/j4U9N1TlIXQEUbZfGCzok4u2C3Z9xZa0JMGiJ0EW7fwbfNj5tm8H521onrG+lKiT0t91Nqm1iBakKDO/HrRQChxLkt8xZycYyMX+Mqkpim61OrOrHlu8FBCvgWIFDYSUtL/zcy+13WegoQcqk4SeO1Io7NbGnGIPPN6q8FHMro6GsT6aEmbKJejOcklX5uIUYAssY46g2Haf4lHImlW6cusreUyqsLF/Glx7KFq+j0tvx6eekUX1nnWFeBcPa+hRSvMWewulphEGtRBl82tTOHkuz30ShZdg5UmHn2Z6hVTUo6othP+VgBZsJQ4cVIqxgqYoJ70fZc2WdME0U2ll9oOAHvvpSWDWnnQi0QishWrUK9L99AYMPoFoVe6+/rURmy7bfAdHn0HI1vEXaSWiLUsQZ3TJbxoBHqc9Tq87NMM5kYuNTpoOyfH7gaFjqgLdUnSkaNf+odrAqR79yKWtLT4tlBOMKLzafZ4LdIlKPBq56zgn9QWaXB35QKecw974oLwT6Vc5mW1Ft++mzWFLK3lsqzo5Vv5Dx7WjDPA0Z903Y92k1Ara/2LFqdyaWQXdKlvVh/fyFhR2Xdisp9Pudatr9JGsne+U9qZO4U99NgfIzQ6x23i+grOZH28r6cigN/lA0bWf7DRvbpuoioff2cDBbpxVC9Jl9e/sTxaGvJdFvfGm5dU3UjSYVgK550ZU2yC76jW4lI3tg17T5bXki9E8FnTN5vJOMCgr6ssdlSmUMzghSQ0LOuFK0QdZ0nAKUMYZRwpKfND3GFQK8gDEOLb68lLlglKA2qjwr0SdNLLYAL3l6wgxxWxE2U8V6eGHJLwJSZW4WVyZIjxKuUyvXjLMb9mOivj+kdkgqbD/xjNcL8qPyarrN+o0KGToB2xW5v0/14VELQxiPJ+n8mjJH2Xg76VsBLbUjx9ZrfU/0e2n2vC07plVI07b3x18oUqebWiFG7z2t3aKisDF4FLv6XYqV4qwjpvXatY6g+vDWflUlChww2LiY32rzsoKLxnfpCzpWiLAoU4tbwcU7p25BkshCxymCH1Cp32Uq+lM98aQmVCvkeO1AiqHhwlNahlHln3gWH+m5gS+QxH0iqac/JXClGMe4bTyK8dvyxs3ry8lCxn0Xgb5N3zJQfe+pMxw8Uv4Nvt9YfwWdL+w8pUeX+7nBwo9vK3DYxa0uvDH/U/3Y71axz5biJTZcN0x4zYHS5b/cbQU4y7dGmXP8QZw6xyp0rldrgj8qw78Hv8vF0qHCjWpZekQNh9/ReqKN6iaDMiMrVdnJXBvanjQ6RdrvQpHqjJvN8PZFWWmr7f6rgOPr15exmerO4KzYvVK2ihw1iZel9atV+441XDVIflLy0riG+UnO01Fml0w9U5ng4ctMrQjKtBO2vFGTWdmkPMo7PQX7DGXtc0II9w9k1XfWiapEkgntwZWaZSS+Pl1A2Gew41nRopxplfWzlNO3/20xahdMxn0fljdrn2kw2F+886XC7srYTEDVdPZ3GU9JlZUyo9gxY2m2+VNjRPOtMDj36LzofRVVkLA02PGQ4jswvO1W52YrAKjwYL/Crot8+50Vu7XVKgK0HD20s2fKqDJId9uVpXOKQp/BnqAKg209OUFaWtJC/YEk0G/YaVNpSlpVYcZPCso4vSMKDNvC7APZLVK2DqXPYwsCB5xBoSPVPimkhAMfn8qjZaZW56m8KSFm1OLbToAVF29XEXagjVqZ+3k3pX616T3zsYzDDmY76XZL4k7Gp2OU5kPzt4BJH+GlFCslt1xcL92meqW2v8Nw8fo7tdvMQ8lLCRllPhi+rJTfho+3dGbc9+AnT3W21HvnkjRwNLddIMLgvOMXJbp9lkQc9H0/7Pzg0+jYsGYHK4TofGLr9//9To9V+uYMRepsDz2TKsWrVHhRGnSM2rR+PJYJQ7rT0/qCqGlplj6vsAKS9+OwY7VZxOuhaxMmf91cKhBZa4g+t5Y5OWGIs7zOwk8W1rkzdYCIPUOj68KPM/h1WSXEOvpYtVyVQQdRfZiUxOwZYC8RtgmyeeU0YpS2QOO9MDFOethcKFBY4cDGlWlNyv6PoscyV1/eQCJ/r5w6JbkUv1NRth1SAkmqOlzcKO2VF6rKyvTl+DJI5EnVmYWP+z5SK19/MFXL/LdjxJtONEzzpfxEfH+zv8vGrPowwKD20Csc/ZDVON9PN1y8Or763ZhlC2E7T1ma6+63zpejvrSr9NmjKLQcpcsLTp4W+4wqpFhNi92uq+Va+v25XCd21dgXrFoE6+hi02lhbfd7wtz79JbYFEOyD6xSKgxKm16CtvFlnROGhacxcFaYV8o0GWW/vZbAlmEZu19RjoorK7tsEKcmdps/RW9qMNvy/ORWBqXf/rfPttnui1FaJUi3ly+njAmmtAwDGctsOaPUdyZ7qi0326mSkXE6oAd/2b7vNWR2UxYmHQyby+1vK5DYtBap8bmZFm69JDw1Xr1Q5MNg8Jl1GPdceM/k8doc67sxiu9ZrYTVKnSJgsYU6UPWbP2WLmviUu0FLlwPF9MwexKpwu9W0ufSeibt9iXVKtiJXXmiHmmqcVaC0ZPLrGCQmqgq9A8a89sbtUG003p1g/fhsI1sH9h3hpOwHZ9xoaNM4EjFjwv/LsY5OG0rk1ZZmZsJJ1upLyUMjVuOZwQw6KS1WZnjwvfp4zS4lTkWaTBJiwewyHSvNZ4KLjWIeoPCmNcwpLQflnmN83ze96KMxFE+GqlJYxyc5JjNOMMI7t6OAW+OgGGHSAurDbDnQHn+kvpQqMKP6ZT6OrUYsPnUd9FrbPwawYfZuVTvu8R5zZ4eqiaPMs1gz5RlNf+ev9ltsmULUVunP5Hc12u3CHdocDdzLNFglhbnssgkrRPOqd5S0TNlaD1a19CRB2rb8hoOL3VZCa3K4FkcFl7D4O1q1mlVpb1UHpW6/CpOy/ICB4k4KxiNgTN2Tof38PW/YVjbbtOkOi8MvruEtn5gZWyPBk6tRFJ1aafyGo3UpJh6RkuHZSD61WClKeXTYYXQFoM21bKJ1q6qygaplm/Hgh2ovs9b73Z95kUa3M4Cc3SYYoM1anyKBabaB5nrttK6Sy9dJ/bxWRWw1mUtMvYd2fesdPqxqAxxqxhHgPFtlZoAygSNrQi9GWcPbB9L+UQo7OIWBvuu1whUEmntBOeFE3tmh59Y/TyhZhDoO5HaCd9rX+xzeDoVOjanCzp0QW0Vm1ZboL/t2R5+8Wl3fFos0d+1Y59P67OnhlrrgQoqK8AC/XZrE+f1RRrsZYFZOsyywQY1bmKBiznIubROzBdN4LChX5/HWiy0LbpK4A7TCPpwDROmvh4qrWhFE/TPtdd0+t9P+jDol6ESl5XgcHki4x5cFOoLSXVsW6cyUV/uGPiy8ekYJVT4dClBxw9mX9ao+rxgUmZesWnGwSgtUaqczTQAZQKdFaRSK7Ye8EXmaNChSQcBmnSYoMM+5tLEeGkwVVFvmG7/26s0/bvygokPSwkunoyy/uDrx5XjyxxFU8Z9C6PGaNkY9hsUUhozFSz8WRpWA6FzlD+efDN+thk2GNau+3K7pPszDO8ow6XxO9Cs9tWXpYeC2Ut9J3XRo1twMfFl40rn36bJoweeNYCjzDFPhyk6xcK9g9DhEHMn5AT/fvSATvvtGJUXTmDCZbDSizVfeIfRivlvvZRtA9sXr4s4a0PShpxmsIH1WmFQutX67VafaUObVQVPmPSjDqdJ4IyaV1Kds2wiLWPqZfmtpD5qst2srcriUwPRTjCbuSik+o7FKPNKl/Sqw7aLN6+k0m+hnyRh6VimwW42BoSBCTosMTFMmH0hfsC42Tql6UiZVVJasc0mdN/ufmVnscVxlfEljECfr/fcbwvLg+yiMbUYsLzA8zoNL4M/iMrn9bSpVjWlaUjxL2vaGWWq1kW5XZxb9IgTvW6g0LoaibSbaSN1Hu2auur0PwCnDqWebnVItTtQJoj8q1G4xurOl0k6LDJxIr+aUXRL7gZ9mULnZz/fDzjleImk4jJoY6upwp9b3zOE2LJV9d1nvH3TiZpPfBmr9NU/auLRzmc/GOe3C2mDWw2K1jUmzrhPR2qA+Xg/sZblHydslCCDu7eTql/ZjjMJla2g/eSIiysTqmxYytbqn6mMHoVlaGVCXAqWTv09RYsNajTpnAhvUWMXrcGH1QGi/6Hf+e2W2eK3FTjaicsL8KlVU9nzePNLyhyiKNtBlvHlB2FwYrGLVeUZKbOE9aXQCSvF81LCr85HVvtgBQXVxPt+7ssq0wRonMZbP4VUWWX8R80rNiy1s7PH8MK+jLenttz6BZuWpS4QTYZNTnVgnj7b0bm9B0zTYpkaQoeJIm6JGnO0BhxItT3UOqLmHI2rzgAbUO0WJzJr51ApSCW9rslk/S9UcrFnxyv0vsfwBKQN7zubtZNXTHzb/U455ViGaDUcCvsCt2CzPmM+HXZ+gdFaDz/AYNihKqUJ0cvvmffpcP+9XdPe+4FjHZHsxOidraxZLDU5NhicSMfx6bDCqVcUpJiL9rOUSSDVfrgwTaeqRrslbReL3M4CVaBGhxVqdKjxEI6eUA8uVRrsa82xXGkwIy32tBeZ7bX6kriVIgopf9XUqe2tX75U9bJm1Til0x8ypGOoav6n+qAV9FNtasvSurWf2HLtPS6twtvvM85+iPlthW9916lxZd95arJVHqL3qW+rUIQfM+VZTXiD/uYFrdvyrJTJRMey/1qrdSy1C9kqg+MnBZ3UZxkcg2VaEutG4Bf/Ht4fRMeapVXfgf1q/HRBj2pB2vQtByvAxSyyl4VC2OpwnBrHqHE5R0/ku5UGdzDHSqErupRFKsXTarlQVNww/cRKjNYHwk4Udm+wmlN6DGpGvKOPCi9WutIG1V0qMCjhVRn8xK7VnngpSqGajS6RL3sp0jq1jIEzInQIw595rrvfMKhtsKpCGLZjenWg9XPRg16sxFwxYdZkVWHw/Vi6rBZKJV291/evQqoVOv0OJS90aP4JU47ta1UXpnTaOuxHAi2TsFuuPZOwhxlZhuAFpqqLUxrVjtoEdtFihoMcZY4VJpijxUUc5XxaMAtLkw32dheYnOgwP7/BOjX2ri5w2Y6DzDZbLNUb7KvOsdxpMFNpsae7yGxosXCgL3S0iU5g6+beCmI7TLtGu+wg3XZ7vLaJolISruknzL0tz6bBhKX8tjxGnRuQcXZDTRQKK+R706YV0BX23auAquGjtrzb+jbTOvh0qYWbncf8/KblWjPMqLpSNKbMPQpbfmp7rb23i3TLr/1RExqm99NF+VNFXXqS+I7iGfWg0CYtLucgtzBHmwmmaXEpRzmPVuFw2mCFBSp0uJAN7qbGPSxwDgdp0uIYDQ4yx0q1wUytxZ6wyKxqeatE6adJv+PoV+iWGJycvK3MNrBVPdkdL8qMq6YsfQGeuSzRn0xsZ9UJJQWlS5meluvVVWPijAkd2mZWoEip+bXztMx9SnVpw2yn00vft81ntVx20rbqQZuna9Lpu9U0Wpa+m6rJa/fzW6HRYoI4QDQ+JQRsJnR4YRrzW/u6bWM7QaaE8DJhT2mcYtDZegctLubQAL3VGWAW9tXmmAwdJic7MAOTlQ73yBR/ufIoKp0eK50JLp8+wMVhkfVQY+/6ApfVDjJDa0AYV0HCvgsdB7oKtO/eaztSjMrGe8HE9yMf5ttmlCACw/WRSJNxdkM1tZA2U6TCUv4QKe25hde0jSofBrUaZfBp7G875q3JQNN5DbzVKrQTaZQXpjQXWobdQegXZh6jNCBqrtLxrfSoxqZH3/Si88Mu+mdx1IEFWsxy6ARPX6LvL3JrfY65SodJ6RDW4QF0ONKs86+TD2Rto8adrTkeMHOch9UO0W5W2duN/Gu21eo/qKpMJgqCpwoClKFqp7LmFl1B20nNNk6F/ldpdSIa1YBqN0tNMnbFploW3fJjpUArqJwEzojQUSOuWL0JwLeTldLtqmIz9f8UUZKtEt9zs6jPChkweOaKdTyapz/gbAe2Pjp2sGg/sFo0e3yxrdM6RFrBUiXwaYYHo+a16dX8Z/Nb26MXxlI+KFZLoLTbCb5M6NB6tc4FYns3gapV1zSII3sXLIcG89WN2IA74QBTfLR1IZ0pgQ4c6UxyR2eOZ97vZh7QPA7LsG9jjke0DlHtweQ6TLbgguXYrsdN22rbqG+U0ul9trxqeJTQ4e/rLkx/e0HE//aCDwzXmXHfgp7TYTUUMGhqhcHJ2U+YPfr9p+3Ccfk8vInUCgpqlum6vF7YsHFVk95qaVSTnlowe22ONxPqGFCzhxdSLF3WyVPp8TRiyrHtqG3uNbm6ELHaDVuftr/1/WjUYb09aF6tAo0JWK41mN8RPx8r87AW6tzU2cWN9V1UqrBaq3GEJkuTDa5o3MVktxP5V/VQrFS3zdpVrO7/1YZRrYf1t7BQx1LLjOyL9eYCfaH68Nbvw5ZhVbwa7s/d8IxM1fepg8Y2wRkROnRweOEhJUh484mmK3M66hLfowp/2uH01Do7ieoEr6v3qsmvddp34jUduPzWx8O+C8uMrP+HhWo55hhWx3qhQweD7RdzDK9StG7oqxcV3rxjGYuaBDWdn5z1sJzpgs4LJ+hLd7P0B9g0UejYDTOtFuuhxuR0B+Zg7xcX4LwerWqTnsCOiQ3u2j/LXx99JN946S00Gx2WlyZgAfZU+r4fez43uM1dx6cyD/tMZULHVjUd1lxXZtv2ppJUmP+dzSv3XagPle1D2h/9+/YTvtfW6uTcc3F28et5nnV/IhGnSGk//ORu03tHUOVFx+jzUZ3bvD+bXeh4DYmOUbt4VIFLNZiWD9l29K4Nvi3toWb2+ys61meJrEjp1TS600W1IY12TLtetMMOoDFD5F/1FuuzNSbbHWjC/uMz3LUxTatapRYCM5U2Bzam+VDvYtYbVb5qcj93HZ1lWRrMhBZ7GtFcfKIRbAPpQ6jkVqbOV5W5Nuiq+W2FFa+abTNYrl0UWoHB+wT4Pdk9k04bLrVtahPca62uiOwRkQ+KyOdEZK+I/NRmefRwMLuv224xtrsT9N6na7nLpu8y+F7vS/CTWmqlbGH71qjJq2ylYn9XGK7LT8K+nKr+URVgY/B+qdfgs8fO4cDaFJ89fA6HViYJAvcsTbHUnuDcHcvUaz3uWpqlOdWmEypcf+B8blzczczUBm2q7G0vsFRpROesyrDWKNVvtH/Z/mH7UOpqJfL2GOyrWleqLBueSusv378zzgxOhocpbL9Ljb/UoirlBO81AAode36RZT/F4TUr6wz7PaV4qqYhkV/rVvQY1CTaMdc1v63ApN9m0TI9n/emndQYsovJMk245wc23h7o6RfqSqea3iuATMXfO4gaDqZhab7BylSd69bPZ2/vHJYadY5ONDnQmOHCc5aoN3vc1ZulMdtlcrLNLe0d/L9jl9CZqDBf36DdqLK3s8BSs9EXLPQFWMca73xjzSX2oboMOo/aFartDCpl2QfXPb5+t4mvJzWB6gThVVO23jFwKjQdHeBnQwifEJFZ4OMi8i8hhM+WZbD+FF4FCINahNRqQsuA4WdVAU7b0B8s4x1JKwzOl6rN0L5Rp7+3vG3KVfpTjqX2GRQab7UR9r3b+do+Hwyv0FUQ0YGiGhT7TLZcGKzPD14vUPi0Wp/1AenZMP3hEi41GuxdX2ByqsMFO1ZozPa4/dg8G6tVdu1coyPC7DktDvemaK9VOLQ8xz3LTRY7E1y66yj3bx5ncncH1mFfd45HTB6CWWisQrPdP1FQV0YpE4dfdXoNhDeF+LybaTp8G5+MpsOHZ2w7tszDLPzC1G7F9nwLc+81bda3yk/Kvg4tw5umU5MzDPPZrgn3JwyrkK2mf+tDqGntORtWYLJh3k9ulWFzTcoyoM+q9Ey7tNYH0PpTTrj42eL3NH2+bX3utP2Vr8tELOyEiRhYmo4nlU7OdricA9y+Os/1K+cxXWuxe36NiWYXetDuVDjaneH4aoNOq8bDZw/y4PmjSIWoHVmDfczxiPahwZ0iLU4IEN02VP2qTxmt1UxYScvaiuykpQ2iAopOVN6Xo82gnd6GK+zE1jDxXs07Ju610BFCuBu4u/i9JCKfAy4ETmrApuJhsKP5wWjjLcZh9vcWfkJumPCuS+PhJx1bjp+8fF+x5jcd4FZ7Zk07MGhawsVZQQgGnaSt0KFQE5D6RTFHX4c5BeyOGfaFOSbrHSbnOzAPC5U1Zs5tU5/v8tDHHeb177+cu45P88XjM+w7PMOxY5PMNjeYmd2gOgk3bezisp2HmK60Ob42ETUntzfYJ3PsP9ZgiRbnschUcUzxLP0FgDVlahvZHUoalhIOrH3YCqV6n8rnhcW8e+W+g63yMD0cTJHySbMTq6bxk7PVTqvmXPuedcy0vgxWG6CbH/zxA9P0T8S2mgMPb87xgoN1flUThgoiGm8P1rSwu+CnGPy4KQw6gXszimpI7OLUCidWQFEfR2/eWaA/di0/VJrUQiAVaKjtvcGJ7a4q7exjjsmZDpNzHejCIycPsTZXo7Wrwso9DW47Ns9trTn2t6c5ujHFfHONufo6jakeN3V2cdnsIWYm2zSnCSWTpwAAIABJREFUOhzvTLC02GBfZ45lGswcb3FBN+5yGZgf9KU3DcEK7RR+i6QyIRVMVJCwNiS/StJGttJcakL1J71Z+5w3vYyBU+rTISKXAI8Grk3EvRB4IfQdEO1zWGHKTtZ6b9vCDlZcHnUO1ra35qdRu1esNsTS5rVQVpNhJyCrybCTlMLGa5/xmo6UxkTL91o0a9rrmfyazgs5/pPQtjwvdHgBzWsMrGKjocQ3inM42nMsrzaYabQ4UJvmgrnlKJQU3rnNaofj9Qn27Fnksofew5uvuYz9B2eoNbs87IGHWFlscNHuZZq1Lr2ecMv6DqohsNGtIp3AYmWCc6bWOP9Y3HZ7OwtcxkGmaZ3Yi6/P5oUOz+S85sgLelaj5IWIUeXY+mDwXWRNx9mNMh5m+ddOhn0TYHji1Um7W3Kf4tMpbYYuULXPrZu0W+k3KTcBT7fV8NuFswpCGu+fRXmaR9elsaYYW6afC3Rhb79pkqJNy1Phx/q92U0f6scxRX+erTrP1KVmg32NOZbXI//aExZZrjeYb2701SZAc3eHjfoEj77kbj764Qu57dgONjoVzptfZn5qg4sml6AFPYRbJnYwtdbhaLtJdaPL0kqDc7przLc2WOzWuJ4FLucgO+otKjqp1RkUBiyD0UOKrE3JCh/aSVTDodKpNqxV7XgGZZ1xUgKKhdeWbKEjnrJFv4jMAG8DfjqEsOjjQwivCyE8NoTw2Inh7F92SL2jrU48FfffQtWTKYzjP5BKMyrfUrfB3tUF2qEa7Zihyv6lGQ6vTw6sINYrNVbXarzr3x/MF+7azVd/xZ088sEHqYkwPdXmgRcc5dhKk1a7Qr3W5TNHF1juNnjwriN8sTXHXWGWbkVOfN+lSYe7mRui0T//Zs+Tcu616UY9e4ppbzXtOO8k4/RiFA+z/Mtro61ZXmG14n4zgo5z9RtKmUm8md/+tnyiSbofWY3EVswtNs6OIa+RgGGfEIXnYzoHWvOJve/S/4aJ+n5Yn4tRvEzLs/WqwG99HZNl6ITcKEzBYYF2o8r8zAZtqbK3t4BUA+u9WuRf5wIXwvpMjdVajQ/ccikXnrPMA887yvz0BhMTXe43t0ylEdioVmA+cOPx3axQpzbVo1OrRv41JUg1HrM+bb5PJVZgUPpso1vbEAw7edrVsp7HoQ1kPWu9IGEbxjbeLMNfufUrYg3bAgM7JZoOEakTB+sbQwj/sGl6BiVXGBS2/MrBD1i/6vf5rYSrNnmrlkupwq3PhzVfWWkeBtu76vJrXVYtqQPIaka0PCt8qUbG+orYZ/Z+BdZcUKW/o0RtoJaxweA3fzyDs23aY3Cni/ep0bKgsH3uBvbAvsock81CDXlOPIfj4tpxbl+ZZ3p3m+Z5HdZbNQ6tTXLDgd0c707wiS+cx9HVSZaXGlRrXb54bIaLdy5Rm+4iE4FP37nA/NoGF8wtcWBthqV2g/nKBvt7MzyoeZTJdT39dGLgzBB9JrvqwbWXbUcv1HsTij2kr0yTkbovM5/4+1Np7ss4OWyVhym8UJAy/SpP0EWmf9+axx6SVaE/x3gNgtX0el5vJ3g7F3ghw85V6lpQNm/oGRgQd7HYechqLaygZdtC41N8O9V+XZPejk3Vbti6tHzdSac8TC0mbZPWujVMVhgwG+zbmGOy0on+F1Mw2exAC1rVCmvzNZiC5lSH9XqNO1Zmuf4L53HT/l2sSY27j82wuN5gNbRodyvsnlvj4p3HuPnuXdRbPSq7Ag+ePsLGZBRo9i/O8CCO0mhCbb3DMSYIvULo8Eyjy+ABS3Zy8YzL+nYodItjJZFP4dVRmt6qumxDazz0TzfdTqFDRAT4c+BzIYTfHysP5at6OylbjGsy0jZPTcxWErb2SSuYwPDpngqrqfLCh90yq9or67HtB5sv29INw0IH9AULfTa7tVfjVGhQKLPYTOiw5h4drL5+rVtsoVOx8uVeg/ndGzBThE/COTNrtJYr1Oe63Hx4J7feNc8d++e5+Y4dTM+2OHhsmi7C8ZUmG60KR5ea7Gyuc/jwFBO1DotLTc6bXeVIb4o5WhzsTVGvdqlXA0zDrnVYpMZOWiwAF5jn8iYubzKxfcPGkwivu3y43yn/DS1LbELbiBYanzr3OuO042R4WIofdd1/K2DYMea10ZpG5xY7YdtJ2PtOqDCywvCWUp141bfD+m5YGv3z2J2VNo1q6j399vNJ+i0ZP3d6k5IXRuzREVqHPoP3ZdM6rdO93cqr9Sk/1vKrDPpher+G5XqD+fpGX6MBNCc6bMxNcNnXHOSGI7v55LELuXP/DLcfmGOdGvvDDCutGutSY7nV4PhGE2rHqbS6fPH2i1jZaPCQuSO0qNJpVDi4MkV9qku9Ek483Eanxpy0Ip/QB7YM3DqvpGz9KmVpo6vaSM+MSNmYrVRn4/Te+nB4R0KFNQVtUUV/KjQd/x/wfcCnReT6IuxXQgjvGZVpHDpTAoj170iVp+1pr4q7YNiGr52ya/J0XTpcHkza1Go59b784LfxOnisetFqR/zhYPZobmu2S+1pb5iRHwoCrOrUCl0yFfesn4BXNemI1jM5dsBMt8V6s8bkbCeezTEJ69M1zjtvlR0XrnPLf+2gXa9wYHWaYxsT3Lx/J/e73zp33TULUqFSqdDpVPjQJ+7PubtW2LVznYvuv8jyWoO7ZJqpaptd567xsbvvx/mNFSZ3ttkxsU61G7ikeZTZY7Dn+CCZfjxYjYT13fGLCy90VL20AsMdKHWPS+/hO9ONiTQZ24Et8bBgfpct8Moc2ysMCglWyPB5/Pzg06ggYh2/Melsl9ts0VZn0PkzBS3DCzIqBPRcOsuTVQiysBoeO3+m/EBSjvCaxmp59awjbxbStpc60ZfDqjBnYUZarE/WTji904H1yRoz8y3YBYudCVqLVVZCncX2JLfeOUcnCEiVThCajR7LGxVuums3R+bXOGd6jZmpDagINy7uYnK2zcW7Frnh5l3sZIPQgGqlx/z0Blc07hr87L02VmrFalXpXjvRAxbpr0b9R9u0kaz6zE+cVjOSgpWCLbagrj0Vu1c+zOA3kDaF/UrjKIxylCrrgF7Y8AIILh0MzxGaL6WtSs0lZWVbqV7vcfn8fdkc5enw9KcEowGYzFKM5EpBkFSg3osD8oSkZe1DWrkuO4yX7lKjwb6NOQ7Uprn16A4muh0a1R7VTo/5mQ2ueORdvPu6B7IYZti5sM7EnXUak3WO3zbL0tIU7XaddrtCt1uh0ejQ7XbYsWuNNjWOrzeR1YC0A7d25jm/usJErculs8c4drTJYm+CJ8nt8RsHDNtty/pOSotl43wZoVe0WdlMovAriIoJs1ywLH3GGcHJ8DBIL4gUduFqtc+qoVwxaUc50Kf6s/UhGdV11HSykohL1ZX679PYj6Tarp06wdvmhcEFl382lQGsJr/C4G5OL0SpUkC1ytNwwrvLaoNV2Eja0ZvRgXRlos7HuIDO0Qo7pteYnWszX9/giofexb7KHPvXpjnWatKtVFk4d4Vb989x992zNBpd1lp1eh1o1rtsdKt0uhXqlUC7W+eLq7Oc21zixiO72HPxIkvdCR40cQyaIAvAUYZXijD47QxdhaYmgIpJa7Uh3i/Aw9vCpkweP7GkbHip8sbEGfu0/RY1MkMY1Z7WvOIl3Z6LI3E/SqCAwbKqibxW2+UHnd3eZp9BTTMan5oY7byVWg3gwgfq6EFoRwFjSNPRK4TngpOJdVNPLZtaxENzQoO9KwtM0mFucoN2q8Idh3YxQZfKRGBBVnl46xB7bzqX9coUd9wxz913T3P33fH7zfv3N6lWq0Cg0ejR7QYqwK2372Ruvk1ltgcbcPDwJLUQeNQ5B3nI/GEeeP4xZppt1mo1jq02uaC2DPWo+bHMzvrMeEHUajpS77uCMY14e+g4mo2UfQyGGUfqd8ZZjZR0Mq7cmBJ2rdOo5/FW26oTrYZpPp1w7TbZsrp9vB3aOg+nNC6YuBZRGWAX5DreqiZM0/uFn9Xe6n/v66L81X5szqOw7J7w99jB4LiGQquBSaR2mOLBlxoN9lYX6M0K0602d7VmuOXwTnb1VtjTXObhjUMs9xrc+MWd3HNohgMHZ+hVhJWNOmvtCkvrdUK7QjcIlekNahI4tjJB6FY4f/cSM40ONx/cTaUS6LSqPLB6mEfsOMRMrw2LsLZcY5+Y49K1QdbNQ+iLUeZuzS/egbDO8ILRqqJsx7GN7R0atW47YflyKbnfBGdE6KjS39q4mZ3RqxU1jd8BY+N16yT0HYzs+fsUYfYYdO2LmgfSbWv3l2N+60BTfwhVeeo7U62YFV7tvKQH2Nhvr9jye8SBrmGqCdMJdK5uEuroh34Hmy2EiQpI0bBVbcxmYU6xDVB2UIdW3IR99Tkmd3eYvH+Hmzd2Mj+/wfG1JlN72lxw6RK333MOr3r71/HJ/76AXm+W889vE0KNTqfC2lqFdrtOrdal16vSbgudToVut0NlpUG9scTtR3dQ6XVp1rrsqG8AwvzcBjev7OJB9SNMz7Q53proHyloSIZBhpoS4DfDCQ2HzbhVlKmuUmky7hNQHm0n61ELwpTzqP22kp0D1G/Dm+IxdXoNtz2w0H61XGkjQRuJNGpisc+iiyGrpegBB+l/8VnnQ3uGSNU9l+/idg5VaN3Wb87OgYZdDZW7m0G214S+GUW1s8rkVTpZh32deA7HnZ1ZmjPRkfTSC45CA47XJ3jNRx9D5ZweH7zuEhYWVtl90So33byLYytN2p06rVaFer1LnR6rG3W6LUFqFbq9Km1gfyXQ7QqXnHOMidkOYb3Cp1fP5VE772GGNs1Oh+PLEzBJ/KCUTnbT5rdOHrrn1woHOsGpH4dCX5r+9yos+0K8xz3E3S8apjzQf2nWv4QxcUaEDj0G3a/0Fb59rPpOkdqiZvN7b3F7UBsMStiax9ooqwyrMLvmSp17YVciVljSsu3/FLxmxKMsrmuJ1IReb+rV/j7PViot9KDL0mC+sQEVWO3UWexOUKt3ufXOeW45uJNas86tt+6g1wscPlyh261x9GiNqakOnU6DmZk2tZrQanVpt6tUKm1arTqzs+scOTLJ2lqVakU4d3aZqfk2Ug0s0+CcmXX2L81wYWOJmelWPB+kOsdRGhwqDgxrFAfuWHnBOpqlnENLNRwpdVZK8rTtVabpGEfrkXHWwy+YIK2lSJmB7QJWu9hGSTpfZqqbaJ+GtM/YVq13dsFtBQhdNCsOMCh4eDcD5ZP62wppGJrtjhSNswqJqitPy7ffgVEef+KAtQqDGgEVQFTdXBCz3Iw8bLVWZ1EmmJjosjpZ41P7zmXnjjUOtqZZv6dCuyPcuX+apdUp1tcrdDpVpqZa1OsVJAAIq2tVelRo0CEEOHR8il5XmJ5oUa8H6hM9mtJhqV1n/8oMD6ocZb1eY6bZYokG+1pzLHcbzHRb7KkuMrveGuQnuoK1q1adUPwHw7z9yzu5aIOl1Ej21EiFakt8B6sk0m6Cs0LoSKn9NDy1GrC+EjatxqnmQQUIbV+/p1zbzzMKtZn6ur2QaCV/lfLXTfoNhjUd9rl0s4Kfk+zgspOi3dzgTUPTpmM17HLHHvZiCbAPrg+Q8k623M+iWXwEablGd104tDjJJw+fS0tqyK7ARQ9c4u4D0ywtVQkBFhbaHDxY4+DBCt1ugxBgYiLQ60G3WyGEQLtdpdMJrK7U6XSrCD2k2mNxrcEXD8+wu7rKHe15Hrz7KEeOT7KrtsZCbSWaeEKHKTbYoMYNLHApBznXiaq2zVJjRMdnpWdU6KnTAMdFKq0tw3aoLdhEM84sAn0/AkXKeRLSvln630/iFnaemDC/7XC2WgztVlaAURqm6e+kU5pS3c1rHtoMlp3SINoP0lkTiqaz5ZYNH+sE78OUJa0QFRRKu26JVQ2xPRysOsOglNRgUAAx2/RmNlqsT9dgNXDTyk7ChPCFG3ayY+c6LWpMNLrcfPsuLrnkKAcOzHP48CS33z5Jr1chBGF+foPF43U2Nqp0OkKl0mO9VaPXEyBQlUCnW+WOw/OECrSaNR48eZiVTp01qbEmNRaaK+xdXWCy0mG+t8F6rcbesMBl9YPMVlv9BtBJX1VSqlZfJar2rR3OS7cw3Bm9KcV2Ot+BrdrOa2+3yL/OmNBhhTZFmXnFphsloOh/neD1CF7te6k294Oly+CJfz1zr7RY/xvNv86w0GE/IOY1H7Zcvxq3wowVOiyTU8EXhp3Fumai1LKml6Db6z+HXYU1V4ux2S5W+jAsdFgUDbmnvsjHVi7gzn2zzO9YZ2M9DqLqKmysV2i1hGazxdpalfX1wPIyNJs9Dh/WQSlUq9DtCp1OFD6gx0arhrobVyodOu06zcYKn7l7gZnz2hxZnWS2scFlswfZd88ck70Ok70Ox4EKHerA3cyxk0NDmgwr+PsVp+1/JwSPiktsG3UU/BLVdr6UijPjPgNhcIymkDK3QFrm9IsSm67rwjXOan/LFGmWBmviGWVy8Rpj+5xKo63DnuFhtSLKe1uUK/20/rpL45/ZxtuFeY++Gb1KcT7RjCGiRf/z25YA4+OwZ3qRj61ewJHVSXoiHFmfZEMqdKXC8dUJpna12bGjxdLSDIuLDVZXa4RQo9cLhCCsrVXo9qIjfLdXO8FjpdC/dILQ6gZq9S6Lq5PcsFrhovsfp1sT6u0ul04fZd9yccZRNx61PlnpQC9+RuIRvUN9uivm2ZSRLTG4W8XyK/vc/z97b9ZkSZLd9/1iv1vc3LPW7L17ZqpmRpQNAQNEAwGSRjMI5LuMX4D6GPoeNJOMb5KZHvQiSDTSTCJADcZmATAcoDDd08t0d1Z1ZuWed40bqx4iTsYJz7hZWdU1U9VAHrNr994IDw8PD/ez/M/x4zqmRbS2ZcGNYoBqRNeEp7R2aa5pfga9EqUjo3Zf6WNC5qTIWo61TUTzeukvicPQ6IX0vfSvICFmm0ShkHplgukgYYfy3eeUyXPaYjp0/E5GOVl1ykPR2CXWRa87F+ahJ6zEqei2CJmoEEAvb1pVpiKnUTs/KYNOL67PqTciuoADIOzFDMMF54OAfGjz1hvnHM57fBkP+buPdvA8ODrqcnbWJUl8ej2I44I8t8hzC8tyiWML2y4qJQRsu7xRXjW8ALALCgssF+KOxbtvnvLQPSScxkxsn5XuAtKaObmkTFTCMOlDc6Xcxc6S8mx6QumIU93Jy1wqpvbfVh7jGC3nbui1J1l9pwVwmwDXr1ULfRPdEJ6u3ROZKmcqJJLMS9AW4WsyVHWWbKmrR42U6tTiQtoYXsZbTQVG5LfUt2yrBVEi9GpPVBulH4WnaX4nIRioazrUYRkbARQLsFaqB5R4CO1uEAYnDVjlQuiGecyws2BzMAOv4P/ZfROnA8fzDovUhkWflZWIv/qrHbrdDMuycF1IEo9uN2Wx8Mhzm7yAkltZOE5OnjsURYFtleNlEgV0gyl55mBT8K+++wnhKIavYBL5rFhVjpB52daOlXJa7TfVKujlJelgRJ1dTgSX9imj+kHq0D4+jXRogWki3eZKmuf0372y1StCbcqCed70BCy7HtqFaW78N90qImzNUAfTmtHXy3/9LrVyZLbdbjnWFsdi0rPep8g+YQIZTXkoY9OywVc3NPeOaFxn18tn7bwSyppDqYFd2BYP7x5h3QZWC/7ucBM3yHj06A1WV+cURfkUWWaxWJSWQbdrEUU+nhfjulTH6+rzxku2sdycr077DIOEJ+Mh67dmhFYMLgzCmChx6QYpLuWAjnBZrfZi0cr8JWXDUwXgaqXDNNeepXQsO998tPr8DX2jyLTMn0UaZTARB1MH1aibiVybLpA2ZDtvOdbWTs0L9THhBSYSbZYz2yztNuWibxwXfmi6UEQ5MQ3xiDJ2RPjUtPrf0w2R7GRSSCJ1pWGi7fQolQ5lfRZrFg83jpgOPI6CHk+8kE+frOF1wbIt9vd7+H5GkrjM5xa+X944z106neTiWJZBURQVYgtggVWAUzCZu2TJgPurZ0wyv0YjOjBwY6LUpUtaBpROIYpdfOL6GXJqK1Nrjct4hxZuOvmTvCTTZ2ZCSxI0mqty+n56ADwrGNGgV6Z0mPy2DXaU81pom4O9zT2ugwQ99dGDX45pRU+MU3Nbd80cpG55jzI5xL2mV69AU7uXZzH9s1D7JXW9WvZJGSFPlXFo3k8rvxf36ICj/DNd6qWzVgBd3UiVktSSjtVwiiyI78NgpfSJdtfLtMGdQUrPy/jBD0YUhcsXX5SrVCzLJklsOh2YTMC2IYqgKBziuJ4BTYWjwLJy0tTB8wsevnPIRjDjzz57k8GbCXc7E3Y2Rjw62YKs3EwuzVxSXN7j9JKRIO/K0gOjDSbUHW+rMiZMayoWqP/LkI5liMeN4vGNo5AS4VzmShHSc/4qN7g2dmR4xS3n4bIrRpOgGiZC0ebC0XyzDXm+CskRJUFQ4xnNLRRERuos3nq66XvYxjmbUrEQ/qxdy3rVIXaVIVmv3RWSCjUkZW45G8JgNSayXPazAe+8c8Z4EvDt4THztM/xcYePPlolCDLi2CUIMtLUxrYLplOLMns+JIlFUbQsps4zwIICtjcnvLd5Rpy6/OT0Lr87+IrQjtm5N+LRr7YggU6SEhUu88zlHU7LOnQni+9KCxQhMyZPCyozatfUdDXU1qaxagVEk2mpX4NeOdJxQ02yjd/avdJ27tr1mWgF1RJaaArEZdZ3Tx0Pq/892HljxKNgCwZQhBZ9N+bP/+x9iiIkji02NxcEQcQvf9nl/NwnDGGxKBUO2y4lc5aZnEJYrUWaWngu2E7Grw9W+eAfnTBJff7L5zv8D+/8kjCIebh6yO5iyLkdEGQx73LKgPjSCpVGZlHRMtuUChPhMJEK0xe6DOloO6bpBun4RpNW9q+K39AKhhmn1eYK1eiDOTTEtSIKRMZlZUKGZlubElV2GVoj9zARYagRe2lvWx2CVLQhHFJGbdp6cVzH2IU0VyCKQecb9V380VqJfnhBOjqU62p1meoF7twZ8Wi0xem8w/rWnGwKv/pkjaPTkDBMuXcvYm9vwGTi4XkZaQpnZx5pCpZlURRUiO5lynFx3AjLzdg/6bPiLXjrjXP2iz676ZAH/SPCs5iH3iG7+ZDzImAQxLwTn9Ir4ia/GtPk4xrJMV+2DM62gDWzHDT7C3XsKjRFBogJlz2DXonScdXeK9clU1HTZCIEvy26qk3XIe16aYvNWQaDyn/97i+5o0RLVnSBdAj3kkqE6+gKEvVf+frC7ZiH3zvkw2yDX3yxxc8/3CLPfU5OAtK0YG8vIIrg9BQcB6ZTSFMuJmoT2dDaT4ZlFTiOhe3kzOceUy/jV4836N6LORpt8yc7nxI6MaEb86B/BDZ8XtVgG98XY8FUMkyF4irFS1dokobFnlXmusdv6LUniavQKKSWf23xERrZNsdpG9rQo4wBy2gKfRHI5vCRlBRTdX+JL+tRx58tQ0symtPdbLtus04XIV4MrUCIO0QbT3CRX7BVppnbOCTUm8xllPmKBOUtZhXSkRsXSOUCG+vNp/RmLTsQbsa8ceucn/3yNn/96BY/373F2aj0vR4c9BiPO5yeevi+RVG4zGY2SdVBRQGu65Cm7VLdcQps22IR+1h+zDT3+fnJbSZ43P1gzIOVsl3hWsyDx0eQUr5k2eSm2p2bcfV7wWUmD7XmaRpELcZmg8xoZI2kQFMg6RdlwmjPQa8d0nGd2IarlKrrXL9MqD8PZeoj//OW41o5WFZGyplkTvhlSIdNc4y1Klx68F1EWFfUFrdgXmveTAdIBLC/3+fTL1fY21sjTQccHHTwvALLgvG4wLJ8LAuSpFQ+0tRUODSVN7PtDM/LsSzodxPCfky0cPjRR2/wreEhf/rL9/j+2QE79ghi+HIx5CN8esTcZ0RIfNl9p83JlynoNX7c9lxXwZBXWSI39FqSFqLiptX8WwTwMtL8QYyFgGaCLSFZISKu9mXt0aiHRmFEhug4L82HpD060F63U9etva0LLiM9cm9RNGyaCohWNDJ1vbRN9pCUuuR60ROkj0QBmwJrOWQJ5coVaZy5ntl8AHmwWZlZ+S+/uM009fj5p1s8Pupzdtan280JgoIkgSRxKvdJmexLO8BqpLbZe75f8jjLAs9L6XZz1lcjxnOPn3x2l5CYW2szdoIR+LCbDZnkPgNidnqjMm5NfEvy4G0MXjRIh8vwkvAj03UsHYw6bl4H7TJBa47mddegV650PCuY8qpgprb/up5vAh+XIGvJmKpdcOYuwjrhnI70Fgaj3ZaWhuDkYjF3oDng2rQWHdgiN0SdU8Ejf/npbX766R2Oz0KGw5Rf/cplNrPo9crYjfG4jOWYzyHLrlI2hEoWleeQ5xaTSYAFBE6GX2QkicW318CxCxLH4T+fvsHhSZ+AjAUROTafELDGIZ1K8fCgyQXld1tCFI2ALAskNa8xXSk3q1f+wZAW9NAU0m1KghmgDpc9ezrXhkYwTVeKJtON0RZQai5Q0OiDODa1Xq7TBZgIiLRNyzXtUprSnD6+cb24UOSa9er+gWqT3khOAxV68QaAY26NLbEbap+oBoTiU0ImPfjLvdv8dPcO/a2EWepxftYlilxsOyYIbKZTnzS1yDJIU4sokt4qKypdK9KTMvFj4rhUPGYzH9t2cF346riPjcV6d8p4HpBsOfznr97g8KBPkGasphFJYTOKAx4Gh4SzuEY8pBPNAac7Rm/Ba7phNLwmaLZGZh2jnH4kM55DC1etyFyDXlmeDpkUQm2w4lV0nVUs1+kHE0Ew4c9laPhVCuCy/7r+ZZaG3ntFL7OTsuZyMyGZvOby2WuRcKJl8JnpipAJUO0w+7MP7+B2O5yerhBFHr7v4PsO5+clqpEk2QUceT0qb2TbMVlmEwQZeWExjgIG3Zh7mxNi36W/lZA5Fo9Otgn8lO9DNnBpAAAgAElEQVR4x+wlDocMuc+Ipwy5XeXquAgelecwYzqg2blmTEdbQOiz4jfazmu6ien4xpLmXzJF9NJ6LQegzuMjpOMVTD4lx/Q15r3EdrBp3zxOTzdZVqt5icQmaoSijYfqujQaIkqDvocOYJfy0NxWQr7l3rLjrqQK6FMv1NAbwEFzKwvtbpkn0M2qbQvkIXVQSo/mfBZmWjX4Z7++g7tS8MnBOuNRgB8UZHnGeNwDUhYLp+Jfz+KuvvE7oygyLCvH83KyzOb4tMedjSn3tibQtciGFo8+3SYoUr4zPCY+dniSDLk3HbEbDXlgH9VQWttW4qJQ6ZUQWtnQ/Er/lgGkt++9yurXUP3XjCN4LTKSQrsCoiHIZVHXbdeL8JZJLd/a6pBjZiylDlnQ/lC5r2nNOOqahDoLKeqYtFUmf179Xhj1ybjSz6YVT51HRN69GaQszORiX5XrCLTrDCJpnNxMOMUKnCcdPvv0Dr2ex9FRwHjscHzsqOCqF5OqnleiIq6b47rgOBl+kNPvxySpw+3tCfsHA5xOjh0XWA64SYYHnNNhlZzn6YYGPSdkeEHLJuWL1ndDrx3p5GBC8nqvclHIeah1fBMp10aQ9hKY3jmRL7Ky0VReTETEDF+acTlsq42WnRNlRxQP7b7RPE3a0bb5ovAqkZF6BV7ltb2QeXqlXkYZ4iBgqw/EOfg6wERuJFa9dJh0vMoqdp51eLwfYveg0885OPY5O/NJEovpVCMZz0eW5RAEGVlWADZBEJMkDusrU5LY4c37Z+ynA5xBjm0VWPslmksBZ3TwsrxcZijtFquzLUJXK1XasNIKhnYx6URibcK0DdmVAdVmLL3ugaQmXUfRYkkZ81rpVzkuCq9GGGzqCHDtPZABbVoa5qZGcj00/Ytyf7lGrhefamSUN7ecllWcmfrIvJElaaYlI+NLEo1JEFnHMJF8iSqTAKi87luf0idqJ5Wl0KblSeeIKaI6NHBi9vY6DIcJluVweupRFF9PylpW+TR5HjOdeqV/tQ+n44A8W+WfPfgChjALPTpxgpVZ0IFOBAEZZ3TZ4KxkRNoxrCejiWJol4inji1zoyxDQGi55iqXyteNQL6h3zpJoKZQG+9uI70qUQeFCmnQTed6EuNCEJVOSzltZMk506gy80c9i5/KbylrltdDV0AFGe7awDI36BQ+HapnMVe9apeS5o2iN4i7piEjV9SFwstEAEjDdMd0YGVtzi8+3qSoNm9LEosk0ctfl0GVV5PrQhyXaQEsK2M2c7Gsgr2DkGLNZnN9ztGkQ6efYNlWeYsZeFnGEV3e9s6aS43k5bbt/GpCV9Ls6hkvjEWohdWypUxCGjW6Cvp/TnrlSMcytAMuw3qazKx+ZvByG9KhFUOtYOh7GfKUmKaiaLq7oHZ5mffO1X9UvVJOn9NKT64+mrQV1MYwTLnX+C0NMpSRZ44hE96pYj7Gls/uyZDJL33iiUenM+X8fJUocnGccqLBdeI32qkoIIqkd8qUw2kOvp+zsRKRFjYff7VOGlv4bk7Hy4gyh4SMCT5QcJdRExoy22IKe92hMmCWma3mf83coLmVtNmHqHNtdd7Qa0/avaL/a55mvlI9lMyYxrbyIliFZLhIuILmj3LeVAIc6m3vhX9oQ0grS1fFx2k5p9uplSGTT+sQBBMhBrhLbcDJcZGPEqIh15qrPz3q8IWLdmoLEurEIZr5SyN6MM58ds+HOB0YTzzmY49eDxYLF8sq49HKVXYvNjmbLmWbTqeg46XkDvQGMY6X8+V4hZ6XMrQWRKsOwXHGxPZxs4Idd1TC4eJXEqhbuYYaMXbLUFYxsDCu1ZZy3czl1DagX6BrXjnS0cbXhXQAlfTFdWSYdm85xqeN/5tlpA4Ni5oGbRvCpOFSDXmavkl9zqwvaTkmpJX1qyhrKeNUHEGnN8/UORnLl7yWukMq/+HY9XmUbdENUhw3ZzLxsKyCokiZzwts+8WVjSZJtFOZrwNc+sMJ08TjNPH5YrpCklnc2Zhytzsm/tihmHQJKfhD9wtWt+Im3KiRDvnol67RC2fJb1rKm8fgcr26DM84fkOvNYnQ1ta77LGo3SzaEDIRBJnnYqXr8lDzHxkiIh86xvU2ZWiVuFn07udaqdEb1AkiIS4WE03XClRbzGKb3i3IsJZt/ap+rRR1gFvU01A8BZKZXLKP6vAqHf8pBr0OQr3gWdLYiDJ5oVQg1p0kB+nBuOvzaLRFt5dyf3tEf5hwstcvjZu07PUsgxaO+JxU8rAksVgsumxvHxN2ElLgFwe36FkJSWTznbtHxLsOx1td7HHBH9pfEKZx3UGJeiYRjGZcmt7UTkNhWshqGEqWEus65TfUg3oZYivHzbz7z6BXnpEU2tEDaE46PXDNmEeTNK83P/q4lqfykXcpVoaOm4CmDJKPXAuXYVYd5Y1xPG8pp+FCjb6YdS9DiZZaV9XFF+VssBVE5yzq35egNq19ObBrDekGKaOFz0//9i6zhcf5uYfvl+nOlyXKeX6qnzCOXZIk5+i4x/275zw9G/Lfv/U57mrBvf6YL36xwm1rzNv2GTv5iNA2sDBTcbju7a9b/gat+AdJYlya7haNRCxDEITfmYi/nDddvia6InXroee1lJG6NQ/V/zVC0RZjIt/CszzjOo3wm8iH5psmqizHRT7mwD1Vn061IWVR5bXCYUsF5k1lw5lb1C/Lgd3RkK6dMsLnV19uMBsFDLoL9g8HFEXRnl30hansjcUCTk4CvI0M63TAoLfHD957ypPPQo7mPW4Px7xdnLHTGRFO4jJ4SITQWVWVDpLRuUfaUNM2fqQVFi1wtUtZtFedi16OqT68oOfUy16Z0mEKUDnWVqYNyjSvyVqukf96MuiyJmSo3RtyXhRNeVemu1B+a+tAt0lbBtplo90scn+NzmtLRj+3LmP2ibTZ9OteNLIyrZbJUVt3hEAxOTUcV31P8HG6OT89vku8adPvpwyHGQcHIZ5XMDWDVV6Y9KywcN2CNHc4Putx+91Djhdd3hmcs7k+p7+T4A0yHgyOam4kDmaZYIHx/6qYDq1RmpPMWXJMroXLy4x02TZr4Ya+cWQKZ72UU+gqwE/PY42Am94AqIXvMqNSZFGb8oJqm1wvKM2IyzzNRGi069/k2RqxgRrt0M/iUXoJBMGIqHaEVfe1KaeroDE9mtNSB6yKYnUxtZbNRalcGigMtAOTuY9Dzk8/u4uznnNre8JHX2wynXUIw5STk7YghxelsrdcF/Lc5fi0i7+VMZ0GJKnD3fUJ97pjvGnFvzrAITXS4FP7yLRfTDpHIm5N+FzfXniW6QZepqCYAwmaKeQlgZkZ53ANeiVKR07Zf21BoJq0dm8K2qtiOrQsEU1au68cVa5N+ZFrJfBTXGlakdarRTxqhVogS43qyXjIqPdEmFFnBpTnEcbgqPJaIY1oTnL9nNr3KcxJk+wcK8qOpwNJc/Xs8kBmpygtaUDMh2cb5J5FEjuEazHf+c6I6XSFIKDarp6XTuOxj+tm2I5FOIwZTTvc/t4TADprKef9QC3cp1aWhKPrDW1MaBKaisIyFws03SKmArHMpXKjdPy9Iz3EZejo/VhMnk11XPjDsldvijstX8SNAk3UV7dFvAgm8hJSyy1RPC5Wf9CMMRNqQ5tNQ2pKnZEUmoiGdo3IMYnjCKo2hTR5m/BC7YLRcSEdyoD3i80otUDVVl1fXSAMtOqwQT/mw9MNciySxOHN22POoh5noy5Z9jIVDpCeyjKYz23cvkWvlzBdeESJy3t3T+hMUs6joOyEcXWZTsQkHW76wvSqFa1cSGdJp5oQmK7XRD20pgrNZZP6JWhY6zmUj1ce0/GiZKIWy0jypOhJvuy/jsXRxxKjrClztAwxYzpMxmIyCJO0Bm+6YES51IiHWFht95f/V9ElxicVeMZ/h4ulMTtrI340vUfHSTmY9XA6BceLLoNBTpYVL8m9crmXssymKGx6vQVBJ+ODd48ZeAksILJdBsRNk0wmi4b/9LOZUGFmlNHYsc5sJNeYL7gtSOdG6fh7RwK8a48k1Dxfo95w2TXSZiCaMRV6TjvUckjfSyPpbTGEOv5D2hNSL+vXAIAMZz1VpM1SzjbKU7VLlAadSVRvUb9FnYdD6/VDauRDfusNNKUvTWBSEh9a0iHS4fKQ0sG6UbOqIRXj3OmP+NHBPTqdlN1xSNJxyApwXYvx2H6JcWk1JQl4nkXQzVlbndPtJrx394TBImGeuAzcuOxQ4SvSaaJo6JwabW4SeeGipYmGasYIyEvV1rHmdajyWsDJ9bI0U85Lm69Jr4XSoRU5U9SY8kC7NfR5fUz3kx7ozyLTPaKPmfd9XpJnM60FrcDKpP86IIEZQ3LdZ3f0j7YARxUYEw5ivr96wEf5Bo9ONjk5CLACD9t28DznIvXv11M+LmOERVFm95vPu3z8+Trf/d4hb6+c4XoFc9vlnVuncMTFhBh7fplaeFGlFu6OCIP4+ZAOrXTovniWcvGs4+ZjPk+syQ29cjJ1cvkN9RYZppWvyRzdJs8X167wHamzrR7NL4SP6HaacRaax8kqEKmrzY1iKk3m/fSzaATeoXapyHFRXgR1ka1FRKZKHaJLyLW+DVlO6UrRBoFk4ZTGQL0uOKMJJ69z0cnhSsz3tw/4+WKbvSchwXrKykqM4+QUhfWSlY76LcWxSxy77O2HfPfbhxQOzFOX+czlneC0iRxEME58dtMqPXo/ZicYEfpxDSM51AqA3EaUDDMoyIwH0IaT6XLRhpm5CkJQDrnPcygccvvfOhU0Yy8EDZN+ydX5xDieGMcTdSxruUbcIxE1hBipMgt1Xo7pcrFxn6jls1hyPDbOm9cvjGPJFeUWS+5jXm/248WYSJr/5TljSrfLxdJgfbHu1LxZ6be3jnlv45QffGsPp4CzMxfPg/v3F6ytgfPSLPgat8lzKAoLxynodxf8fz/c4T/86B1ibB5+cEjoxhcTZIzPo2iLxHJYcRcktsOjaItx7jf9Uk7LR/yo5jFbXWMvuf7rHL+hbwxpd6+2/NtIe/w0unDdewjJsNVJDk1+YA4xHZKl6xE0XlZjauVFT3fNU0dc5lMCKMr/WP3uqWtjVV6Dhgtq2dUWDB9RoTweOBKIolbSXdKwNL+aqZvrSN/qhX1765hBkPLPf+9zcAtGoz5BYLOzk+D78PVXrlymct+WAq8f84u/2eZ/+08POB0FPPzWIeE0rh+6UjgepVskkcOKvSDB4VG2xbjwS41MLFTR6GQgauEjHSuKjPSNKSSXkV7hpzVUaGquz6FJvFZIRxuaIM+St5Slpfyy+peh23bLsauoDY03J6tmSCZSYloMGsExURC9qlP/h6ZMlIR7bW1rC8/QlKtvWwrp7SmhyelCYBXCWzEP1w75/GCFldsRQxzC0CWOPRYLnyiCyaTlhl+Tut2cKHI5OeuR5xF/++EW/+TBY8J+3PBP7hZDul5K10vBha6TlsfjYRms9SIxHddBL8y6lpVrq+eGvpEkG3/q16vnHTTTLEDz1ZuoZxvQKEapGPptgfWm8NakFQ2RQeaKGz3Npc6ZuiZXz2AiqDqeI6QGIXRYlYRZaJ0hBs4pERHdXzqBKMB0AX2TGYogFGtdGq/noGhFCbUPp6o8HMbcZsLwjQWDwy36KxMsq08UeUyn5V5RL28lXkmWBb6fMhl1Gbg5n+yu8qi7xQ+298sCokR4sDsb0s1Sul3FwwrYXQx5EBzVu+qZqye0L0prxBo606QhqDbS7mQzQFIG5bKdCFvopSgdlmX9L8C/Bg6KovjuM8vTfD7tWlnm7n4eSMY0IuV6nT1WI3MitCUIuK/q0HJIxoNWYoQJiLtN0vyLYqm1+ykSDOYzZcgcH5uYASP6xI2FEn3q/QVkTMhkRp2XySvBY/JbL9OG8qAflQGlFydksHagL4NmlaY/UDospA4pr+Cp0I35/vsHfJmt4LgzTk9XKAqLwEw/+FKodNR2uw55bjOZedzeHnN00OM//ehtfvAv9kvYsaJJ5rOSL8q2VptCdvKU8yS4rFCZk1Be2LJIZx0Brk3EZcqDGTFu3vfr+NNu6GvT8/Ivk0S2aXeK5sHC12R+z9RxTVoBEf6h9+XSglsPRX2trlfXpz0QYgSbAapjap4lIILIFG04pfhkDEnx8YnxGdGr7rBBqUDI9kxauZIVKB1qPik8OaJMFibIizyj5qsXDzej5FOmEPHUB5opnE2hmJQNveVPSQYOb7y94PR0Fdv2KQqftTWHvT1eIpVvMgwzLMshLyysrCDOPP76s1s8zA75I75sJACbzH1W0kUdeZtCx005T4Pa6tQDRq89lmfX2qqGmLTWaAYSCm+S/tUJXqjaMqM56J5D6XhZ7pV/D/zx815kxjjAZfeKRgYwjutJax4zJ2Wb9m9O+ra6zfub1+v2mmRaI6Wl4HPMFjkODgsKHM7ZIsJvICWmZ8N0G5n/zesuoWdVRUX1oVrNcvHbhF+WfeRmla9nZziiH8R89JHLwUHC9naMbZdr0n8TdHRkMZ26xAuH/ach/SBhPnbZ3Rs2XuiAmKho6tRR7jKwrhlmvWwgYfw3B+F1BoN53Q29avr3PCf/apvbGr03Ba7m61o2tPEsjXagrtPy1Dyu26ITV+phJrxAjBporqoTJSCnjg0UBUXcvDk+ecW/ZPeoGVvE+A27REjvKybPLgqHNoz0Ltti7Omg2ZwqsaFDGZshy26guf22dIwsmV+l1IRsylwXUmlc/t9ZHXFkdVksOuzv+2xsxKRpzsGBg/3Sgw8cplOHkxOX2dxj9ySk6ydsdeb87Is7l5YnDtyYqOfW+TqoeFgQN4W8CQtJ0Iw8Z7MJ9YDU5YVM17OQDBRROLQm2wZ9XUEvpVuLovhz4OR5r9OIgUYOTDe36Q5xjGtpOWZe2/agpmHaVrfJAMzrdXtNMhmHDcwZ4pPikFYGeIpNyuIi3VxNOvZC3nFbjIoZd6LjNWQcs4AsWSIT2wSgGXsAlzssg9CPefvOKY6T8cUXDgcHFouFQ7cr+6e8PJL6oshmEXucTwIst2A4iJmkfs1sbNgJRswtl7nlUtgwz8vfO73R9Ud9m1badvw6197Qa0svwr/MIST/Y+OY6WbRisKyYWgqH3pXdj0VdfCpVnI0iAmX5Yup6GTUCyVkKavpxhWaMSQmZUZa8ZaUghSL4ZXPmhv/BV0W5UOQHVE4xHiXOMaLvhJ3imhX0HSriOYjEap6Y5dVmrkvOhBaMcPOgvv3z5lObQ4PXc7PPRyHlxiXJpRVG1hmTKceZ6cdssxm4EZEjlvHZlQPuzMYMQ9c5h2XApg7LnPbZcdWPExD8TrgBkplTNYySwdrZUH78bQSp9ELHbwzo46TkQGlo5SvSb+1mA7Lsv4t8G+hHA96GRe083MdNd1mUOryJiKgVwOhjum6YnVeMwCt1El9OmBM1+Goa8TnKe8hVsfl3BQfhwUxdRCVRcqY4AJKtI3rZBIm6p5thvMyo/wq0mhaY9xo7iah5H1qU6Z6uPGJz95XIf/0n37FrVs+P/3pkCiKsSz/pftDh0Owbciy8m1tbs65szalayUMkmq52RSYQWjHPLQP2U2HnNsBAz/mnf4p4TyGVD2X1k61X05zyDbT8yrnu64P9f+qsjf0WpPmXxtcRqOF/yyoE2951X+9W6yQRhvakGlxv4sc0DxFSBtnmh8JnzDd9HqRg+mel2vFnSOKgumNjfAp1DqaEHBJCQhIKGWSuKfPqF3EIhtlDxXtXhFeLf2kwi4unssSDU6CRLS/RwpqF4tPnR8+pA4mWa/Ky0vqwGTkEYYpv//7ET/5yQrdrm/sm/JyaG0NkiSjKDzyLOH+nQmr3YinswH/ZP1xiWj0gSq8I/RjHmaH7HpDzucVDxuclunRdefA5URUifqteY4c05qcjm3T0coysHSOf6gVv5zLfO4a9FtTOoqi+HfAvwPYtKziHa6ndMgxPQbalA4NVW5QbjYoEzug9DMOafbbKs2VVzIxZKLIBJA+l5gJHcwlY1wYiOwvJIpDpMqV8GtMhktCyohy5+IUlz4x96jf/wbl/NAxHbL8zKYZ89Gj9oF6QFebKjIgQnAMDmNl4FSNc6TROqZDr9+VgJKqvnHqs/t4yC8ebzPte/SthA8+iPjhD4ckCb8R90qaOmxtxQRBQre7oOOm2FmOW+TsdKt9dhWuHGYxD7wqaNSlyUXNCFpTu9WB6yb3NrVOkQhccbwt8jmhXRm5odeONP96y7IKec1mXF5GbUx46ryJPmtjR2SjCY6ZOmvO5RgPGULa+LFVubZpKPJaD09RBMbqmHZvyPSIibFxcUlJKbOL+7j0iC8QGZFXK9TsBGpvh04/MaXka2IU2lUbhjZkueoHsch0NKwIUAlkk04SgSgQSkK9490U2IDxE5/d4ZDJ3OdRskV4J+Tdd+HHP3bJsow4dl664jGZwMZGxmAwo9+L6Lsp+0d9ih78t+/uwy514F8FVYfEPHCOYFBVUqjn0tG7+qWLoqH9fHqg6t8m35HrZCmU7js5Z2Zufk5U95WsXrFoBteifuv+MGM52sjsS22oasVNvyObhvy8OKdhQNPw1Um5TM+Drls2OdIyR7u87jHiCVsAdEhxcLFw2eS0kQgn4HJCOkEMpa3maiaq860uEceoTHd428AxrXuhDMaRz6OvtujeTXGCgq03Z3z88XtY1i0cx+PpU5/4BdLjPotmM4fTU4c33ijY3Fxwf2fM3e6EVW9Rc3j97GLx6AAzp+UbVR7aB0CbM70N1TCVjDY0o22i39A3jpaF6WjUUdAO1H9zWmkDXedcgjoWQk8nrSjIfxHgpn4s+T309NbIi26rnjYix0w0ZYMRE7YogC1SOrjkuAw4vbi+T20wzajtFQFKRWcQo1AHiubVsVFeG3IZkE0ol8zKig3pSA0FScPlYURwajiqA+ORz6PpFt1OyoqzoONlfPnlkPffB8exePrUIXqOwMjrUpKUGUkHgwLPyvC9jJ3VEb+zscdJ1GM8mRISN9OdQxP20S9OLE0tAEJqK9k0lDSfMgOLRME4oykPpO+uWq70nGjHK9vavs1lAs/nGjDLm3VKvdeJcflt8f2AmG0O2WdIQkCHmJDTi+hvTdqto4NF5dxFDg6avuO+9l1pTmKuSGmaMCWZCT+krESa2eWSre5aSrdIsdKCk/0+43HOj3/sMh4Xld+Sl654uG4GFCwWDp6X4zgZu0+HpD2bP128y79KPyXM4svwl0wKzaXN/xj9Yqv/bYEwuh/l2uuQhinb6rmhbxxpOWeit1rhMHXZNrkmq0YiSpkS0VydhrqHoKhTda0ZXygxGrqdGnmRbKIa8JMyUGdCjS/KxAQc4jPEIsAnpsspXoV0iGJhgnyVvL80jbTs0yENAkp0AF+Ym2wtq0keWKBtE1HUD1Z1/O5xuWFl10rBg9Uw4vGJx5/+6SYffxwQReB5kKb8BijF83Ki2MPpzsktiyfzIfMvXKJzhz/KvyyfaUZtdQrJ8wl/0hqq+VI1iir90GaI6l1sJZ8JXBYw0p8el/v2OellLZn9X4E/AjYty3oM/E9FUfzPy8pLcFSb9t7Gu9uCtvS7yGiONZ2r3zM+0k+mAdxR583N9TLjHDQDuLR7RRRUm2biGx3c5RPjcXQR8yQIoXbxmMFjWnZqpIOW3w3LXCsdGhPWA09rZWb0stn5OUxSn5ViwWTmMQ18TuYdDg9XCEOHkxObwQBmM14qWRZ0uw5RVGpKcezyZG/IW6vn9AYxHz7ZZOtszu+6XxF6cf0sJtrhGL/187Vt+KZ9nUL6uusiHCbz0HQT0/FK6Xn5l5DJ67XBqHmNlgtaGOsyWpYKH4jUNzSNDu1hCNVvce8Iz9IhEBoRFrmWGPXJFNCgQaTq2AA6xMQcNWIUoXb3ouoQT0Cf5pJicW/r1fV2VcfFohQ5mavK5YH0cticWkhrK01bnB0u1ipPFj4r6wtYwMTyODrrcnjoYlk29+7NefLEf+kKh2XF+D4sFg7jscv22oKzaYdVO2bj1ox0ZvMfj9/hg5UT7iaT2t8mqVulI7XrXDRUE+qXDh/RRDY0HzORD0FOpqouCe5p43faUHpOVOilKB1FUfyb571GI2OmganJVEJEYTMDqjRpt4OvvnWIgshlHWujXRVi4JquGC2DRAnxqMe7vFtRqrQVIbJPK6ECK4prRe4lsU9yz1yVkfr1fkZdGzo5WLKLkm9cLI5jE+GQDktUZbqjpIMkcKQHgyImclz2pwPWNiPOBwF5nrO6mvKrX/kURUyn47/E3WZL5KRMrFPGdgSBza3bc9b7c0bnXbbDKU/nff7f4ze5PZ4ysGN23CrtuUgB7ZsyE4NB02Rt868J6euuq3zo+5gD9gbleKX0vPxrWXy0NgLhcqzFVV41EyWBZsJNbUOYAKIOv9JxZtoQMxFhWRprU8oxWQUpMk4QGlE4EupVqNI2bchJYCjU8kvzM00m2KcNLkFn+tCcj/LRx+VhUA1rI9H2qg4dbMRElks3SNl/PCBbc3jjjRM++WSNTschSTJ6PYfp9OWhHUUBtg3dbka3k5GlDrc3ZgyCmLNFh81izmZnxp8f7/B9/5BJ5jMoYnasUelyEaEjA8mjhKHkJZvLjKQTdYya6XeDeiMerRGLEqGtXj2YtMJhcxmReQa9MhtLa+ao71x9TKiyLdi0Dfluc9vIElJzaWlinDPTmCfU6cr1x0yRbi5h1ctV29KVt6UyF2+GVtR1nfp4ZpTP8qofpEP0Q2Xqs6wic6mQ2RApl8NOd8Q8dTmddPDIiKc2t29P2Nqasr29YDzmpQdhJQlMpzAYFESRxZMnHVw7hdhiPPZZc+f8erTKOAoYJAvihcOj8RbjsV8v9apWtjR+T9WnrVy0pJz+vTCuNevSn0idk/rl+A19o0gbmGYsmvw2XS9tyoUG36DJCzRaoKN8NOUAACAASURBVMvLfbUhKsK7zcUspJURbfRqg0vcOavUaS7WgftVeY3CQlMRkUVuWtkwXdwO9SZwYgxqncLXBTvU2+HqSqQBOuhECwLPKCPCtAc7K6Ny+enMZTr1mJ06+H7C++8fkySlYlCuMuElUakmLhbQ78dYwPl5wDxy6QYJk4nPYuqw3Z/yN7NbJIXDCtXWDfMtxknVI8KPL/Ig0I7IymAQCF40VY2KCN+SAERBVkztWP/WRqr0rwnRX4NeaSDps+gq41CXaZvEeiLq/tH9ZmYkNd+X6YUQv6S828yoH2qXirkXj7aCRAlNqJdR63TB8rxtRrImbUzbVIhjAv6Uy+4VEXBCJgRp4r46ClbqqbTlsBPzcOWQg0mPk+MuzlaO5834yU+2GckikuvGODwHOQ6EYUYcQxxbHO73oAt9O+XvjrboEbPmRLgWuE6K5cGuNeSBfdTk0NoEM/FgeVaby5MZdf667pSr3CxcceyGXluqEtw2hCrqt3aXmFa9uZGbkNbRtTKgYyBlCJmouJQzp7yjzsuU1kgvlCv6NFsQd460L1TlRQfQypPOy6V5ZI/LxrXeaVbrA/Icofrte6qAVBxw2RelbwxNbU1uZATGhP2Yh5uH7PpDstgiKDLcYMYnnzh8/LFPUWQkCWTZy52YlgWOU9DpJCQzn7PzgPNul3maci8c88V4hW1/StdOYQDdNAULdvMhD+KjurNNDdbcRRuafjsTJpPMpNp/puMBtAA1SR9rc9dfg16J0iG+OxOxwDjWtmTWDHQyfZxQL8vyqFOCb3E52FfibcyYDrlW3CDiPjSVDtR1cn89Dkz3ioz/RNWjYzq0FTKkjvTWE3yZe8XySoXDg6b2ItTGqa4yiZZpu9XADfOYf7yxx384f5fD2YDPJx55HjEeD4hjKIqXGx3puqXScXrqEIYJaQqPPtzk4ZtHhNun7B/0uWMXhMHiYrB0/JRzK2hqhtp/ZvaTyeigXTkx412WmaH6/4175e8NmUZTm+Ejx4U8yj1GJJ5CuyIcmstIhcx4CZmyy9Koa9JDzBzWck54n6yUg9pIEp6nY9g8ysUNAnyKkkDVtrvVb20AC997h+auseZ00MagLz4fHUSnrXBz3mrXig5u1NvXrlbnqp1mw2HMg60jVu2I/+Pxt/i//6/7FORYVkQUdV9yTIeD52U4TsEishnnHeK0YO+4x53BlO+vH3CeeXwSb/Bvhn8LE8pcCjl0rIqHCRyuFYi2QWgqGtIPGs2QgSRCVS9VEmqzuHV9UmbG1QOxhV7Z6hWN+guZioRG9vU5c3JCUymJKMesKAlQvy9xXck5rf3L9Tq7qz6uYVMtvx3juOmvFCVDzkv9y5AOUerNuaWZhlhQ+vxFfIqG0YTGNE0avY5Ox3TIf5m88q2DU4Gx5fOls4LvZtxdGfPh3jqTSQ4UuG6ZBKd+4q9Ptl0qHZ6X4/sFRVGQxzYFsIg9wk7M/XDMOAm4FZRsOXJdBn7cdEDLZNUxHW0KQlsw6VUohvmYpqVgKiPm8RvF4xtLJpoB7SiIZ/w2pxnqGi2wxQ0rvF5iMKSsXC88zqxP5JAekoLuwuUYEe2mkSlgxmf01XFoTi2tr0tdIv/1/ivQ1BEsiTNwqDUUvYJOPwzqwraAGZ3joKfKi4bnw9j2+fJohZXhgmGQsHfqcXLiY9sOtu28JLQ2xrJKlCMIMgqgsAps26bfSchSi/24xxY2/3jtK2aRgi06EMUugyxuos+O+i0DBWqlQgskDSXpz3Xc37rfTSVHNGjTILsGvRa7zF6HfgNo/W/kHmYdbbErgm5pP64eJ2Zci2NcD5eVMCerx1HXVDh0paqhRV5l+ltGGg3R2loGu+Mh3fWUjpPx3u1TfrZ3m7C3wLJsxuOA+dz0zbwYWVYZhJWmpcvG9y2iyMF14d37ZzzcOeaNtRHhZMGTj0NO0w6FA5HjMvdc3ume1h2t0zxq/1kbOtHmYrkKxWhTJtqUjjYE6oa+kdSmMOjXKcGYMtQkhYLMeXOVi9Rlev9k6awgqlDKUb1ArM0IQf3XRpHXckxIZJkspZU6JVD+NrULRq7VaI08r8hD1LGQMuBd39DRBbRxEKljejdVEbjSWIlb0JqVZrja9+RTr4IJYHd/SNdJ6dgZt7emPD3vs7Mz5vBwyPn5y3GvyNYNRQGjkUMUBayHMf1OzFY457s7R4RuzD8aPCU+sDlddJhbLp1BSpS7zH2Xd+LT2nKVgdIxbqQHk6n9iVYpFrCpZS4zmtpQYIHaTFSkTeYsoVeudGiLQNquJ4o5acyJpRU6U7nTfL4NMcA43yZD2lz2ptGrGUYb1GouF5O6EppBWNoakQ2QzBgUkZtiQTiAU2Gk3qS6j/bTQB1ebgwUSy+rkYAisTBM7aanGuXBpPBZ8RaQF3z8ZJXDox7jaUCBRRDkOI5YCsIBtOPx+lQUJcLR6ZRKR54XLBbgOjCNPOYLl3nsstMfMfF9Qn/BeRowIOad3ilhJ64ZTltMh6kYmC9Xm3K6nP62jd9mObMsLcdvkI5vFJk8Vua9TCVoDhmRfRo8hFIxaVM8ZNZIHdqVqlX5GU0ZolOdSxnJ9Nm2YEtI2iCsQo6JnOurY1lVRkIAtG1i1h1Su7i7NqWbQxfWfEczV915onWt0ww00aszpD7TSoPastfpUccwGfusDBZAwcko4OAgpNcrmEwcHOflBMNLMGqnkxLHDr6fk2Q2RQGFXTCZ+RS+RbCZMcl9vr9ygNfLOD+peJh1ShjGTcFnRilDc62zVjbMZUt67w89EE15oUl8gg51/IcWuM+hcMBrGEiqx8uymJXcKK9/y7jVqyPl29zaXhu7MsGylrL5knpRZX2aTEIrhnIvUbL1mDCXxWoyVydp0sq8o/xN+ZLylwafVCLf+pj5cqoXMc58dqdDJguf/aDP+TRgmvrMfI+1YcTxuMPe0y6WVeD7MJ+3NeT5KcuoNmCKKYqcxSLHsx2Ojzv82l1hpztifO7TLxL+WecLwiiun1NPTFPgt2mwGlM2tVhdTq5nSVnzWBtX1mV+G1DeDb1UEmHvGMdkGC3jxRfoJLU7V4cutPFGGR6mS1jkr2TP1vJBFAbtwtd1Sxv66rjoAeI+0WEEq9W3/D+jNno71XlHlRF+J6tfGkEgOouYbqj2MUtFohHpeATPKG+6WkTTkcaul+6U3cMhk6c+g50Yi4LjpMvU8/H8nOFwwdHRAMjJc5v6Db+YwSRk2wW2beF5KY5TkKUwngV0nZRfJhv8/ptPGBc+tl/w7eFxyb86wBNVienf0miDvDSd9MSEonRwYVs8n+ZVghpJGR1gapbVFvQ16ZUjHTd0PTLdK210weSWFWpTPKT8M24wTqvUwd2Ulf6CtGfzf37xLv1+grte4No5tl1O3Nmsy8pKwXz+9beZdZzSWogi6PfBdQuyrCDLLYoCMmz2z/uEXswfb39KeBw3ObTWONs2NlqGdGju+SxXyQ3S8Q+KCtrRe/kPl/mzJonb069eZGVOE/Fsc6+KXND1i/Gid2qF2lPR5sUTJUEUHgEytUGr93/Sz5UZ10seKbmntGGjqtcaqIOyDFbPQz3f9MPKOZ96DxDx9cg1OtOktigV4jse+zyytuj2UlZWFkSFy/60z88f38KdwfpKxMbGlJOTkDDMSZKEODbDfV+MHMcijosymBTIC4CCSeQRFBlxYjOe+vzxtz4lXMT1fscmz9Cb+nhc5j8yGPUAk37R6Ij0qVbs5BG1gjEzymnr2xxQy1CEFnplSoeJfrX9hnbr/6p62ox4j8sy1lbldV4VE2Ff5l4xXTG6vG0c0+/YMeow69fUZiC3ve9rkQ4igmZeDo2t6pwdct6G3WJIt1+mPicu4UIym+nc41Yx47tvHpK5Notiwocf9lgsLILAVRu/yVqt52x2ViYEc92Mzc2YJEmYzaDXSdhYnfHW7XN+95097s9H3D2ewHF1YVt8Bsa5Nj8cLeU0OUa5ZS/jRuH4B0VtvMc8b8rVmOarF7RCFm20rQzViLjI10iVl/9mDCDUU13vgSJL983cWlrX1itYEuO81u+hucJO2ncBcAgz1lvMap4kZEbKSuUblFk2NYkC0raVr3TMOuyeDun6KV2/XIaazSxOp12K3GJ9fUoWlS7c3//9Ew4OBvzFX6zh+wVpapHnL6Z0SDya6xZYVk4Q5Kz2FkzGDhQ2gZfz5vYZf/D2Y+47I+66ExB0WDpQtmTXqKicl3gXESgaytK8vI0XieKil87q+vUOhFc9+gt0zStbMqvdcaZCIKRln+lyMsepXr0iy0nlPjLOdUS2TL6ERqgCUC9jFR+tTD5hBqi6/Erz7CyaS2H1xNMxGBITJW3VsCbqt17NImiXjn/0UUFZ1U5wnRllfId+GOlcjd/KTTQHQTXUjAlxYGJVMRzVQ302XcXKCsZFwFuMeWNzROQ5/Je/3mEwyHj61KLfzygKp9qD5cUla+lbzTg7A8/LuHNrxt3hhLe3Rvzg7j4Phkec7wcl3iurdOR2Zr57HUxqOrhN81Nrh55RDqOsPm4+bpumeB3F5YZeW2rjP88a4W1goqkcmO4Vc1WcKArCEx1qPqZjMM0sn0LiyhEeehEXVp3v0HT3aBkFzRwjch8dtWVOk5ByOT8OzXW/YoWLFiXHzKWyMjf03ipjdZ2uT/vIpUHVw04snxVnASngwn4+wHMzponHeB6wfXvOB/4hf/M3b5EkOWGYEgQ2x8cuaQp5rlXEZ73p0sCSeI4osrAslyDIGc08wm7MreGMnY0R31o/4UF4xPksqJ9XNEhxP8lLFAVL94vkfRCbTlvZOgM1XNYUzSWk8nJnXBZgqGvb+NVzuIdfGdJh8mexFPTr1M/xrFgVXVZQBi28tXYv41OnLtdyWgI2dTzGRWCwXRdyqC8cHkKWN12Tej8emegancqp3XB64stk1ehIRu2mtKkmspgQldbkmNxGd4z2m0I9UKUzhGuKBiZlqgYMrJjId+n2UyaBx69ONwg7EbPE46Mna/zHT97kIO6xfzLg7r2M1dWUszOboihXmmRZVuXueD60w7ZLfLCso+D2rTlv3h0xdGLevnXKhj0nOncZJHEzy6ep/QsDkv9m0hz9rV+SvJg2ntMGU7UdWwZP3SAd32hahmxofb7NkIfmEliNXogSILmsNIkxJLGYOshc01DVp/VvrTuLDmDKNe3dELmj936R74A6UajcR4JQJZj2DZs6EESYoDRGEpNEqhLtI5KHEOat4xL0Q2TqGm0pSuMqPjfoxkS5S9ctN3k7Pu+yFw3YWp0xOfb4q4+2+fjxOpNZhyCwCMMF87nH6WkpTRyn5GH1jZcht3Hju9y+ISXLbLKsIPAytsIp37t3iEPObXdCNHUZOHETuZD+kiBaQYdkcGn+pmNb5AWJlWoKJIw6BEmRddlyb9OvJ/Wait4L0CvN09HmCkEd1+4oDTVmLWV1HdKHvrpOfI56skobtCsEdY0ZJJwBfnXQMRqU5ZdXIpmkXXEyL3SelauM4UtltIvgyoI0tVOteLRdp7WfrD6+0xvxyN6CHPaiAV0nYZL7dLyE3fGQg/GACJt7d8Ycn6yTJBDH5U1lBcr1E+40e7LXK1hfz1hdnfHGrTFvbZ9TRBab/TmrVsQ8cnknOG0+x8ugq7RgjXW3TUB9zNSIzTJfz2V8Q79lkl2yl5FMt7bYOj29tKwwFQftVWhzl+tMoGbMhoABfZr8Rb5FOTCD4YV04kFT4RAedoH0VsfFSBM3TQ9KhcNWBYRE6V/GuwSmlgaK30kbAnqZTkappAhEo1OEV/fe6Y54dL4FaZk08HQeEBc2d3ozPtzbYO8gpBuk5PmCWdQjimwWCygquMK2Ic8xUqObisdlCZBl0O/ndLsxqytzvrV9ip3ldLyENHF4d+uU+cTlnTunNfJj7rrnUb7QdZqDS2unAqG3pbbVQaEmWiGIiGiKwtP0/ltwmZ9pw0trzdegV4Z0aBdJm5tF/zethcwoayoh8tGuGTOi3Dxmtke/G7MOoFwxIhXZzXrkHYu7TBiLnMsp3++CJvqhFdFIlZO2NLKbLsDSkxCaSXNMbSyiuc+2dvxKY03hl9XHwjzmYXDIbjbkIOlzfzDi48kG5BaBm+JaGUnisxJOmEZJlT3UwrJsbNsiz8snk8l7NdUTuShiFguLorAIw5Q4tRmEMe+/ecKbwxGrs4idzohwN66X9RpupwZc5XCZ07chFxpXNpGKq8rTcg7j/LO0yxt6rUmMJlMZSKgzdcNlpFJIFIrEON8WeybApSbt1hAyp5Te8dWmXpqr0VtTroicFy+I6RaWeoVE+dArXMSdncsDaH+QCEnZ/0lnCPPU/5haezGDWMQQ0Fa8MEwtpDWqYkPoxjxcP2T3dMj5JGDoxgwHMR8/Xsd2YOAmxI5Nmtl0eiP299dwnBzbLhUOELS1VDyKQi+Oloe9TGUQvIPnJXTdGMdKyzT6Fvx3b33OPWfMzp0RYTeuXSrjqv2HqqK+Oi79qGWQ9IGG0ESxE0hf9xfU6bG15rhs63ctHM2B36Y8XkGvxZLZtmdDlTHjOQTcWkYyWXSIgmjv2r0i7kMzpkNPHMcu0Q3HrpJpSSHxi1S+GD8pP17eDOiS59D7EGgl04zbkPM6458wJWEAljyYdq9oSFH8MFBzNr3JggwcjaOaS830tU7ZoDCMedA5ghSSnsPc9/ivx7fYH4d4XsZqb8bRSY/xOKDft+j3LXq9mMnEJ00tgsAhip5vKa1tlwFZZ2dw717Bv/yDz/gf/8XPCZO4nIT7lN/LSDu/hWQQaaTi4obqvyktTGWh7fo2xAPjvJYQ5vU39NqTRdMQNxFUITmmdPfG0NIkw0K7eHW8hWlo6u2VTFRFeJc2WEX/1oaNDGfNBtar35ItWYxf7aGU8mLDiAyUaWXZlLFlGkLJ1MVaY5PGivYivu2ZOme6iuWhTYVe+3o0AJED03LPqAebR7AFg1sxp0mH/7p3i2nsEsc2bi8nyRwcyybPIQzLXh2NOvg+ZJlNmsJ4bCoby9TLkorCIs8tZtOAlfsxf/LwU/7kW58STuIys6e0cUwZlyaZ2XTfSfU6ARrqmKAhOmBHP7+poIyNerR/Tyt65qDWAis3yl6TXonSIYhOG2Khv7Wbw1z5Yyooumzbhp06NlL6XefEkv/ybi0b7GoWOZTfllSUGYWlwhycvD6s54St6pT/ZuiAaTjr9up2NTiWY1QCTURD+5d0shgdfGT6ujLjt45SsyuocrzFII3pFAm3ehNmjsdZ1uV87DMcTjk/79PrZaysxBwceMxmFq6bMZ2CZWVYlk+eZ9i2U1kO+m3VkzrLwHVTHCsjOi3457c+J3wc1zuzPq0KjqmDSNt22ROSftLvzuxL1HHPOK7PmUyvDQ256vhV6McNvfZk8pk2mYD6r90R2m0vQ1IHb2qjTGwEjZInNFOKt+nH2nUsQ10n/pL7iJxfV9dr0CCpzunNTWUFutRniQWnUUWJ59AMTzfYjFY1g91FMAqKIR2us68Joqkh7B4lf+io81I+B0LY8UaMDgLeunXG6NhjfWXO4+MVum5CYvn4fpmr4/33Z3zyiU2WORRFxtmZi+uWqQBKd/EyP6pQgW1n5JkNNth5wR98sEvoxk2l4kw9nwTKyrOK0iDPIwhGQr2TtZDJq7TLRfpTKw5abmi+L0nEtGwxNeU25OAadJOn42XRM4SGpBt3aH9/euiasvA3QnqAmVDSM9wfYS/m4eAQ5zznR2f36HoJSe6wvTJhXtgkjsfKSsrt2xmjEcxmGWnaudjy3rYzbBuKonxi2y6VC4Ex8xwGg9KfuliUSEcYzrl/54yPvtzi/eKsXM8u28JDU+vUEW/QVDRQx65D1+iPCzLdU23HtWWwDFG5oW8EacTaponwaz5tGiGeOiYKhS4X09x0EpoBoVCjHWaCzzbFY91ok5Beiak34JRjFyBnhfJqw0zKWiLkRTnIqJN76AfQHSC+Yv2Qbb4q/RDSWBHMAluLQqHdN46qQxse8lALCFdjHr57SNRz+PHju0zmPm/ePeVw0iea+WxvJ/R6KUEA9+5F7O52mc+dagkt1T5Qwreyi3g12WcFoNeLL3ardZyY9944wbVyvny8QtiNS7RWNDntixftcoUSCTFfsAw0c1mx5ukiRLR/vi04SMqLZS+DWS/HWmZUvSD/eqV5Oq5COYTMWAwpk6nztPzWZc2+1pCnee9WXTWv4ifMipfQUqVP0BC7dMNol47Mp2WJ3a6lSLZpMzIg2jpbuxlM5YMl11VlQy/md7b2wINfBev8xVf3iV2H771/iLUKt2736PVW+OwzmM+7nJ1luK6D70OeC2t1yHMHz+PiUxSl+2U+h14vZ309wbZTfD/ng7tn5JHF7tMhD/pHzTXmopnLt0eN5GioTCihyVmF2oJDdb/o35lxjdl30P7iTDP4BSDKG3p1JIGkJtJqel711NGLC/R/MeDFE6G9CdAcFlomadmqyURJzPTlUka+Y8oduIX3me30qwuT6neWNJWkCzheAj2FqeXqJp7xkU1opGFweU5oP5DA16I5Cen7SKM6NDteKx6yCqQSquFqzB/9N1+CB//7D7/NpAi4vTHhvYenbG3ZzGZ9HAceP15ld7eP6xb0ehnTaYnOWlZBnltYVkanI0pITpYVJIlFHNt0goROsGB9LQbLYmAldN2U3cMhD4ZHZRt1Tgy9GiWjjvGwKXOUtGmWGo02NUcdcGO+XM13tMIh99fot+ZTbfd/3ZEOl3KgmxPXVCT0qpHEKGMKZ31+lYsdjNniIj/MRYAU1GNflMQOKl6jCu22Kl+jZa6BhmbCDnmZCTgRZZCpA/1IlalwVD8C+tCdQvecht+nP6kVU18mqDaJNlR5n3rtuvadSuCkhirlIUWD1tGu2iKR63RAl3RYr+qwvupcH769ekxm23TvpjgbBazAWXCbfn+Dvb0ek4nFw4cea2sOH35YWgFxDIsF+H7GYuGQJBCGZXKe8ThmMEiZz13yHHw/YTBY0LFT1ryI1UXE5DO/djiLJXACnEE2qR4rqeaB+EYFy9ZwoTkJtZKhzdJl58zjGOeWuVWuKndDrz3Z1CsN2wwdLTf0NBbS7hYZhjpoHJo6stxjhTr8Qe6T0VzJAk15kdD0YuiV8wJK6HZp2dxVDfflgSvK5BjqBgKpmMEppqtS86c+TfeAVK47qUOdFEw/vO5g4YdtvnVBRaT9OjL3GH7w1j57RyHuRk64FnPWD/jqYJN+P2Z/v8Nw2OX3fm/Mp592ePLEI8ty0tQiTW0sq0Q+bDtnfX3BeFwqG+VqvfLBN8KIjTAimTrc2pjSSVPO50EpqKbUK0/GNAW4Nvp8areL7i/h+3K9KGxmnhP51siTGR6goTldt2mha7nUpog8g15pTMcy41tIu7PMJbO5cZ0ywht72uhvvfoD9V/62qsKW1qD0VFaunGmEBErW65r0/zMRhvHG8CCvFwTGtTQvED/JgymSZfTSoekFNZLpWRnKBWj0ngx5svIS8Tj4dYhzjznF0fbrAcR3/3BPlHU49e/7nP3bkxReKytuXz+eVbttlgiGSUkWWp0SRLT78PWVka/v6DTmfD4sVdaFMDm6pzHhwNuhVOyqcU48QmJ6wlYvUw9ZrraMpKXbKIK5iA0kSF9TOppG7jafaJpWUCW2bYb+kaRDAPtQdCGopDO1SPXtRlapidAJ9rSionJOjS4qfVhicuEpk2h3UGybFbnkJJ7WWZAtboHVEkR5YCOsRAeJcZLps7JA+vAdb0Dqmbi0hhRYnQMndzXVDig5mc6+6TwLNG6jAcO45g//OAL/uyzNznOu6xuR/ze7+3xy1+ucvfuGT/84Sq3bk0Zj23Oz8ubj8elq8W2C/Ic4tgiTXPu3Fkwn1sMOjHTyGcy8pjNfHpewvbGhPnC49Gnm+z0R6WhJEJI0A5ZZqSNQs2TzD1XdP86lMrZgnZtVK6VftXKV5tRpAfzVTLmOfnXK1u98qx25kaZNkVKl2nzDpjInrlUXAdHe7QEQzk0NUm5EOpJolOeaoeuufBd9hqQCQmXoqz9CJy8eg6dGVRrTloIakev/Jf2aWEn56bqv8Cbwo1mqrzk3zfhJB0IprThMIr5ne09vv3mMbvpkKdnPfYPFqytnTMcxvz61yFJsmA4tMgyC8cpcJxyOa3vg23HuC44TsK9eymzWUKWFdy/P2E0ciGHs+OAmePh9XI2izmPHm/xsHNIGFd7rYzL59OKpVNBwRe76YqSJc/WhmLo/6YVYPbDMl+n/javaTt3o3R840j4jfAgrRTopJpabovsM3VeQU6gGRSqwTlooiZyXwmNMHmlyGQdKiBBnxKE2rUhzpuyx4c6AaI0XKgDlqlFSRkNI2sDSZbIytJMnUdD5l9iHJMAGTP41Mx0hrpGOk27EtriRMbUiK3w0wzubkz419//mF13yGToY7kFUbTJ5uaM7e05p6c+43FGvx8TRQ6DAcSxQxBk+H6B7xfMZg737s0JOwWTsY9XFKwPpkQzn3nk4ecZA2vBJPMZnQaMC59wFtd8WRQ4QSp08KxQj1p50AHzCTUaJPxc+J25vloGhCyB0saY8DpzN0MdvKqN0hegV5oczEQ3MuO7zb0i5dtc9LqsGO1aXi9z64sS7CdV/IYOotEz3GysabJkqrwJSeXG9Ro5qKjIFZMytPQiB6sNo4UmdKa1YpvL986Mj6+OLxO+ejBKndo1IXEeRcyDrSMINgne+Jhf/A0cHlosFqfMZgs8LyBNfeLYo9dL8DwLzyvodGAysRiNLCAiDGd8+WUXz3W5f/ucnpuymLikqYOT52zac+a5y+5kyAPnqIa38ssuUSgRLKsNw5ZnlP7Ripr2VZompjkW2pATU7roeyZclhI39I0m7bbNqTN9Qs2T9LTRcsAEFKGZkVhsGL2Cz6Y2iq8CYEV+rKhjelW84p7DOgAAIABJREFUlLmIExlQTyLTihNBLg/TURdKHgl5YInxkIREEh3bBvPouamP6UbqDobmlrdSVnid6UOS+SadI6iJFqxTCP2YB7eOYAf+7nCTtXDEl18OcJyYkxMf349Jkh55bhPHNre2Z2S5zWCQMhxmPH7s8/jLAe+9dYbn5Jydu2z0Eu7cOiVwCo5HPbLQ5rt3DnGeFuyeDnlgHzU3szP5jY4kFhLFQ/ixJE9btv+MZHjVGrDJw/TA0eEEurxk2DRlzzJkfwm9sr1XTOWrzWWi5X6bJi9kTjpB9vrUCqPO7i19KGEBHaoYiqCyiiV+AZrrauFyTIcgHZqz6B2YZHKKySIOU5kYShu3HPDlhXdomDVWTL2to3AhiRrXJpDcRyfXkfbrNmm4sqeuN61/uZ9YIIL++Oq4YVE8PepzsFhhdbVgNrPI85yvvrIAi52dhKIoSBIYDlNs2yKKAlZWshKWHCR0OhOm54Bl8fDtE6KZy/adKdGJw9FxDzzoJCnnSVA/UwJZcnlZ4QWvSqolzxoybFMmTK0fmgNQn79qEpt+Tj1IzXM3SMc3iiya8Yp62mi+L8cE6deKhR4yws/0sRm14qFdLjJ15b/Iab1q1EwmJvFzHcqVKJkaixoYsPS+ENpw0WNXLlin1u6loYJoSFCd5kehegCZT5JXQj8U6rfA0x51/gooBahWNvT9pRN1KlWNcIoQ1gaihsPPgQ14+mmf+Nxhdm6xHu7x9ltd/n/23qTHkiy78/vZ+OzNPr3wGNJziMjMSkYU2dVssohmoxcS0NCwaUCCAEEfgNroQ2glaKuFFmoIvRagnSA2QFIAxaZaJTaTNbDSs3KKHMJj8vH5m202LcyO23nXzT0jqooVWVIcwP29Z3btmtkdzv2f/zn33k8/fRffi3j77RmPvhzS8VO6gxiHgtnU48bOnDRy6TgZKyvnd26fsAo9djohu90ldlTQmmf0pgnFKUycVtmYhHnw1XfNaOvy126ic9b1iJSVGVsAJQsi+YtvTUSDCDMISA+0moYzje6rZkA0yHdunQ7zPTRxgPpuXqutgKZZIDnrY42uz0xurp2zOuBGZyYX6g5kInKtjfKGYybNc9XMB11IAmakIWhLWhTBjHW2Q+cFtcUB68EP0hm11lI+zzVOV1GSF88v9GgILGE29bHdhMHNE1qtgr//+wE3blhsbs75oz8a8+d/vsU337TwvIytrZTxeEia5vh+zL17x8TTjFO3zUYvZNRdgg/LM5cgzcr7pBAmLr08XnMTCTMpojFdRslk2Sh/dRNN3MTuoNJd52Yxv1+VRkuTi+a1fKdFZq/oGEmto8xYDNs4nxjXSTPLVFpxm8g1Yos0MRnS/XQeuvuKigmopr6qtnax7o8KaF8D2JpqgRpBmYCjCpBfC2B3uPxyOuBOD66St3YpaN2jp/rJoCnHtK42+6fWg5rqDow0Ot05zM58uiS8f3vMyUmHZOnx4Hsn9LsR2/2QvyzeJFy5dIKM7jDGdTIm0xYb3ZA7W3MW010o4IObpwRuSs+NcdKiZCVOIFy59Lx4fRzRxkzA+nodepyQ9+hQD3aasRC9pt3keuMx0y2id/gzXc8iTcy/jEkvqbtemXulCXBoMcvlut9NNKUWbazrsUazbRcN/KpMrhLTApYH0rs5SUyHpAtY1wYi0kgc6vB4TT2a1Jbk1zSgNTUwXVAmkpPf1/npMuMP4/kTSpqSiNXUI+rEtK2MbvCc/js2vd6Kbifin//zI8L5O8xnPhvdGUmS8fDhBvfuzhh4c7qjiMnzFnFiMx373OzOeT7uscmSN/wpq4nLKna564/XfGQapErRYHx3AE9caGb56zIxaU6TydDvfl1DbrpOi5n/a/nOi0VtdJtdRusZ0dumZ0CDhKZZMNpbKmKy3/q42CYbrI8NohoSSveKjYpb0wxGy7hQbymidY65v5noJxl4NFMi+cm5yiC5YCNMw0z0L8anvIhQS7K0qljkEetWuymSv47NEwNJVnI2n3FW6bDcw0kL9u5MmUQtBu2IVeTwvbunRCcOf/Oz27hOzkYQMg9dzk473N0eM/Aibg1nnI7bbAUropXL9Dxg01/yhj1lFbmskmq/KD3DUQJg5TlMFlmmzsp7oMpCdLJObxql2sg6Z50t10BDu82kDE29Zk6vegng8WsBHZZl/cfA/0D5+P9zURT//bddI+Oo/g1XMx1mWtPY1p1fOrSt/vSggzp/cT8zkfndtEjNQtZBT9rdIZ1JI34d5a2XKNQrxpnL+EJNn5n56sainca6YPT7NYl+dp23bRy7CgHnMEt8Do4HHNIjDWycc5s4duhZMUEn4cZwxc3RnJ7T45/94DH7n22Thg5FXvCHv/+Em5sL0tBmGrf54btP+OJgi3Rpgw0/uPkMewI7yQovz7jrj+lb8Vpj0G3gOtwoOu7Kk1IWTcBKW2Zm7Md1chW4MF01r+WVyMvoMNHR0jU0qJBurdkNx/gt1+jxI1efco2wHWZz1PhAiFNx7WuvrIjGFJf0UJOIwhXmIaAGDHqnuCXrA3qu0msFLfpI2FXRJVpR6xcUICDsiflsAhgkX7mfRmma8pFBVCt9PbBUNNBs5nPw0YB5x2eWtdjaWZEkDvNzn54XE4wSel5CZ5XyO3unWFHON2dDZjOPdjvjP/qnD/HjjDh2GXZDekRESxc/S/n+1hH2HHa8Sn95lf6SypbyTqjZW6HSZIKABoBa5/Spxw5TzIHPLAcJSu2rdJK/oFkd36EZsSb32wvIrww6LMtygP8R+BfAY+BvLcv634qi+Piqa4TpEDEHiibPgCkacJh56DZlpte/L5VVZnxvclNcZfFKg4GartJgQKNGfU6zK03p9b11w5NncbhslWiQo6/XWs50zzjquw4YM/M0373Kfzb12T8c0Q5S3rt1xsdHI87mbTa7K9wo59GTIXd+MKMbJtxxZmy9t+K//k9/wsHjAWMn4Ocfj/j84TZOkWMlOZNVwH/yuw+52VlQzCx6YczexpT+YVxPNTOYF42xTMVrthPy6nWuAgwm+JALzVgOk8O+qp1cNXK8llcuL6vDHErmQLq7DhfQ+ticSgvrcZgyTmo9LuFgAfW6UGKQi37XY2zG+qwU0xbRsScXbkWtRzS1rt2t0rblZnrNdXGRbHGZqsmop7GbC4ponSaFY/qT5JgUgBSKDLyCoPQS67K+hXYD6+cWkCI70epnqAL+ZjOf/ecj2n7K0I5IHJuPP97h7b0J7S64py0ePR7yT7//mDd7M+50Zry3c8aDW8d88nybT57ukBY2n/xkizRz6EUJ72ycs+OH3Mxm7I6X7HlT+uISjtUziA7XgbgB5YZvnvG8ZqCoNJxtVe529a42JaOhrXaTrRKZcVnXa92o3SnyW8YRWAd83yK/Dqbjh8AXRVF8CWBZ1v8C/EvgStAh0gSQmtws5uBhAo7rwIlsQyKUpk4rwDsEOlEVaCiiTRhzJgLqt7g99PQYmR5m3lCje/PFpOOKtpKOJi+oA4z0QKaB0VIdFwvBjKyUl9bTtHLWN02Te+kAJ80Na/9U9YwHiwHtLKVdpBDB261z/t3jNxgXAd9//5i37k04edzFnefsbi4ZdRYcPBzwNz+/Q28UQQa3NmacnnaIQxs3L/gnO8+57c5LlJpSBnlVU2Mv4luUZpeiEb1pulkuMYB5daxKeOHf1gDCpA6vYzVMFqTxpur86ziO74q8lA7T7co06E0WQtqjXqVUqxURUTd91lVDoM6LNNlGkkY/Q9O1F5a/fhHdFjW1rpkH7fMPqKNTJRZMOp3oqj6XByITyMu9zHU15Dk0Q2uurKlf3tSLGZf0E1AHU+r3ApjAwcmAdpzS9lMoYJSveLt9zk8/ucntO3Nudea81Z9w8kUXdzNnd2PJqLXg4GDAR1/cwPEznp306FsxiZ3iujmTacB//u6n3J7P66hfvfqoiNBUUFfggstUmhmvZwICcWtJoKzoSGl0GnSag68JbkTMBq4/4fJU5heQXwfouAMcqN+PgT8yE1mW9SfAn0AJwsx4RLgMIr7NvWKyG3I8UX/Cnul8TVnT/dqdYjpoNS/vG+n1g1wnTVSMbkg63XUP/W33gXWXD6xP1ZTGeJVohdREGxkNcx75DIMK4q3g8HmXbp4wj1tYK9gerrixu8RLMva8Kfufj2j3U264Cz77YovEdnhv94zf3T5h/LzF4fMO//bHb/J7nSP2imk5n71adfRiZ0YxLyk/Badp9lHAh/68KrbHUSOCFNsFELmKJZJjmr6Ey4DC7JT692vw8arlW3WY1l8jakbCjL/QszBlPBQ7wiROpR1q8lOPs7rLadJRt1utBjQIGrCustaan+guid2wVSKTcZXf0oE81gNGTWPFoURYMhCZFrNmdeWlZAaKUEXawNIv56s/EUnTVb+lMMXKl/ua8RBybQzzhc/Qicp05+U7nD8JyCOL1jDDsmF7a8WN0RLPydgLpuw/HNHupNwIFnz2dAvXzXnvxhlE8GTSZzHz+PCTW/wH/W/ofx2Xz2i6Uh1KY9FkheQZTWZDnzOZCKkjXY8yy0UrOt3ImlCybeRplnXGZcbkJXTYr0PdWQ3HiksHiuJfFUXxB0VR/EGb9XeUP/NYZnw2HTcBh/nXlL95jabcGxM0naMhw6Z8MI6LaDSuNYkOQjHPm4O/yZaYaC3h+hf/toJMjHMazeXqM4eeHRNGLqQwX3l8+mybLLTZbq1IE7uMz0gs5jOfg2cD2nbJitzqzVktPXwyjo87jM9bfPFki91giZMVJKnD/vGIWeRfRpqqcou8BplNwFOTPJr1MtPp63PKfIvESNj0Fxt/TWWlb9yU9rW8KvlWHab115B6JomAA8GiWteI4Wl6S0Uyda054053O1P3iwihqWePyifU60PZUM5Y0QsOwmXAoQcl+S0uD7mhjisz9ZtGTqYOjI30ko/cQyx9zfTKb3GXoPJoMrrkHbUxgnrnhNqNIIN/pRR6RUyYu7Ci1GELj4+ejejYMT07Jl3YfPF4i3RpMT/xOfi6YkZIuTWcs1p4+GnGo6MBn59sslx6vNs+Yxa12P9mxCzxa3ZZv6cs6KWNFXk38atpPX7du0seAtBkzNjgMvpsAhummMalvl7QtZT5dQasIb8OpuMxsKd+vwE8/baLXoSN0Wm+zbDXJIS+Xjqk9JdMndNA3hJ/IdRaQgpUF7Z0OEnbVRlp00NrGZ2f5JGzjha1/020jH5g7dYw3Sv6hW3W90zR3/Voarpd5JymAXQUu7yrDsRS5/bcKftnI3Dh2axHJ02IFw5vDSe0ivJG33w95IPtU+bnPkMvggX0ioT3t095tuhyOu+Qtyze3TyjHaV4RU47K7dvPBgP2IunHEwHzGOfXhGz50/p2zUHZvYpU5+a5+By8TV9t3Q5N11o1oN5Xl/XdO4lqMnX8g8iL6XDLOpuooP8oR7vNDtrEmPa+yndWdaGyqljJDVzoeND4LIek7w2WA/ZCKgAh5zIqGdGmDeRwUrv/ir6TVY7k4eTm8uGMKhrYH21TNR5eVCo2Q1BXNIx9T4v8lzD6lkkT3k2vQaRFGYHOKRGhLrwtX57zoVO2+tM2T8agQ1BmvL1ZEjbzhilK6wzaKUZWPDNV0M+aJ8yD32GdgQR9LyE97unPDvr8vB4i3f7Z9xx5tizgs1pSDtPOYgH3M9OmOU+B8mA+cqnZ8fsuVP6s3h9EoCUX6iOSYULktSVrD/14G8asHoBGY1mTcpMgxCTKdfLKTRNQX4B+XWAjr8F3rMs6x3gCfBfAv/VryHfVycmajMpravSwfpWkZJWB2dCXUF6Qx3RRDLQe6xv7GPSYebxJrHVpxngoD/19U3ojSuOKen7MQ/6xxxMBxwtu7zRnbJwfey0oJhB7sB4ErC3M+VgOSBMXNpeCjncbZ+znHncac/JEhsvzggnLnvtkqoMwpSn4x7TZYv2PGW4ighzl/1kxIPwmL4VM6PEbFpXCW6DddbS7G+oa/TrXpzPKV0vqkgtE0Rc5055GVfLa3kV8kvpMOlSsiCkHJOxWy+FI21OxgaTtJPrzRAJWCcgJL1WR1qtxNT2kFf9bpsDgg4i1cBDzsnNt6gNDa2/BEVJZ9MrZIZGXrptm8H1GrFpVCUvIs/VZd1Q0gOlBIfq9OJTz1lfNU2ez6aeeVPp2H4e86B7zMHpgMmyRbxw+OP+Ac+SPuHcoWVl5DmM5wF77005SAaEc7eMAcnhrnPO0vK45cy4Z58TLx3C2GXPOiPIyoUMZ5bP/mJEO0kZOhFh7LI/HfGgc1wGmIpI+Qpo8tQzi2gmSD51w9DxLxF17IWIrnPNtJsgTY8Hco1eMCY2Pl9AfmXQURRFalnWfwP8WfUo/7ooiv3rrhFLAS4rfWlTLxLu4LDeOWGdAdQsh3w2uas8+ae1gv6tKUWhkvSusx6XNYS8oHQiCcjMWQcm8tCZ8VvzpCK60wrSl8aZsF6oJkgxC9IsNNOEEq2o57BLvqY7oErTt2Lu907AgyRzyNoWz8Me87mP4+b83tYR/aRE9/snJSsS2CnOoOBOZ8agiHh4uIkbWbzXPqNXJJBBGLnMVj5beUibMtCrXVQMSFYuJWxahNIONAtouielGkxMINXRZChd9GsNQnIFQswRQmeGcU5n+lpembysDrOo9Y6oBNHpWq+bzLQ0A818mB5XUSXiNtEkgqQ384V1AiKiJAYyyv1V1twJciN5cE3JC5MhgaBNrK5mR5esz5zTqD5Q5wR9af0kOkQzwLogZNqsLGqlI3F1gIzoJ3HDSIdfqrxkoS19jTmtN4O+U+kvt3QXJ5ZDb3DG87THPKl02PCIfl7psGwEKwiKFCcuuOPOaLkpZ6dtNrshe90zeouEVerSs2MOogHtJKUdp2QhtK0UfDjIB9wPT+p3FLHVO2iWwmTMRbSO0UGkpvUldSKi89RxIXJuLRJZXatZj5eQX8s6HUVR/Bvg37zsdU0dTwOJpjHyJVxHl+Ta8pEerz/hcoG/zAPogVxbEJr2ano4k40wr8PIw0wvDeVF4gTEKgir/V0kHwEXkqdeGlc6t27IajO5vWBaIvpOyj1/TOi7rFYuHzincFxZFZNjDqIBk7RFbzvmh4On9JOYD9JT9qcjnLCgyMuVR1crl/44IpinsIRJUWG5MOUbWuxmcErJqErfFJykJ94IjpRiMw0xXSWOcayJuFhLoy0OI72+RsSs+tfyauVldFjB+orTMimhyVuh8eZVBpRJQkJto2hb5CrXSkcdd6jX6OpKo9PLmsN6A9Y7JIqrZIP1wExxWcC6ThD3SBPQ1jpEDC95YGEsZIaLoLCm2ALpxJOqIDqszxjUYEZvDS/bxQvA6VbHzIhcT91HCjav3C3RiLaVcq83JsxcVqnLB/4phCVAedArmd1J2qJnxfwwewoj2HfK64IsZXXqsrJd7uZjflHsMJhGFKoKAjtlYrXqsm2K2dMgTMpIylHKQY8VYihrK17AhEa8co0GnnqskrJrYlCk7Ui9mgruGnklK5JCXXZNriQNpuV40pDGDFWQ73JOG+S5kUaOybW+TuCwvjqoSb/oTCS9PLBpFsuNpKHI8r26wUulSic2EaTcW0wpTaVpn5+O/hZLRKwMrQDkWWcV0MhhmldtO1pnCeTVfNt4bs0Ti6lX5d1vxTxIjjk4HzBxyw55NxjTP4kvlmrvT2PuByflc6zqd+gnMQ+yYw6WAyZxi54dczcbczAdMF25OKQXAfNTXCxK18qSeiatVIkUmY6XM4GH7i9XAQ5Yx55NgMK81pTrQjpeor++lu+ICIsvjITg7uvqVo8NWp1og0ozt6L/dXxmxvoCnDrMQURv+MoWtW6ZUXcQWXVMDAfRSxusB31K1Kz0bx0sopc0F1lUDyWAYoM6ZkMDGd1RRV8JgNFrh4iPSK7Vu0TrwhKlIABLL6mu2Reqa59Qu7NNtmcBfWIexBWo2Kp0WG9Mfx5fVHj/OOY+J+vuqik8KI45SAZMFi16i5hb0Zii8gHNcOmR4riABSEuvWVcu5DkOcT1I88ujUe7XHSl62maZkSyKDlpOOZYpq/RFpphSF0ycHXal2A7XhnoaAIcTdIETuR68zqTPZTvXkManS4zE2qEqM2Wq24oYrpQVEXO8DmYD5gXPr1uFUDkxOsVZsZ66BWBZMGRFzGLdbSzqcmanv1FGozJ2pjHNRjyKqoyOFmf7y9l2bQ5jjxrXrlpgpP6XRewZ0/5KaMqaUqES4rLO4zX6tvEhVqhO8Z500CTY2ZxXMWQ6arIrkh3lbfltfz2ikx1kckQHWqPqGlLmDaCPm56G0xXutxD63ohHXQcuIwPehVtH9YHbu1O0SypsBuy9awGImJkdCgDIE8GzHOfHjF7gyl94rrfSsPW7ha5r0lZm1a5ttblJSQeQyxq0+ViUo/aNS0srHT6FqX+lEFcAJAwBX1KJuWMNQOvb1d6CGr6SN7nmNplM6SOv5tBP4i5n5+UxlRSL7nxJlMeMirjbtKUEJcQl7vuuAZa0mDkfrrypRwFFJqriIo0uUMEtIlhq5WeiXKhro+mAFHTUtPl/wLyyvZegWYgYTIYpmgAYoIL/Zk3fNfppZ7kXmtbx5v+SZ2ZriDTj2jeqMp8FvklVddLGboRYeKyPxnxYPu4nH2Rs/6ng3Mc9T037mFSN2bBmEyLgd6KvG7X5mvqsrno36JczBFUnlky0Iua6YacN6QRJSCf5oyZKk3firnPMZ8xYEmLFjHvMcYlfu2eeC2/UbGo9bHG0OZ6WrA+zpsGKFz26DaFX8g4K91DpxFyM6AmGC5AR9NUSwkYcajZANFpciPZaa5CNrOxz/68dBkMuxFh6rI/G/EgOKYfxHUQqZ7FJ5KowjB9nvoF5C8w8tHxA5KH6CGJgdCxKPJeutBEP0l+GijJ4C55yyZrM9YLHWpFeajKNFbXyPWi2xaljpVH7hBzj2MOGXBKiwEx95MxvSRefy/5lGeSgV2eW+8Qrgd/eX9NU2s3ixZdT/p+wqJolt9cuE3PqkFd94LySt0rWq56ZhOINF2vQUpupNUM0VXWsFzj6IxMykijFZ2hiZJs41xWBgq1vbQMHALadgo2HKwG3O+erHc6sTS01SD31fzsdaIpMGlQOh6kehfLBjtfv6RJLpggE7VJOYjWFUWlfYN6Pr50UHH9SLnp6W4avOgpvHlFeXLCreoyYU9/FTF15FVpmlwgcq029My8zGO6f7+W307RRpPUp4QRyHhndlUB96YrRU/gaGLeZPyQDaL17uSit2SWqw84HniJ2tgtpgYRekAWt4X0TXM6pLiDAzg4HtB20nK2WUr5uYSDaMB996QGC1IoOk9zZVJhK+SF5X4yQMqGbiIeVARnKeLmkT8dMKkDYwUw6P1btHEIl/Xjsvp7rq6xVR6Sn1yrjSVhYxxKxkTNNNHDQ4eYdzihT70mWEg59vhmfIwGHJKJSaMJ66NY5ktGaJOC07NZdIyLKDvNXOj1/TWVp8eTl7D8XhnoaJJvYzleNn3G5bGy6dpL0uTDEiCggwNEbOMaGWyj8vs88nHsnC+Wmywtj047YdedE9n+5fU8dB66MnVg6Ivy/eIrNdkIyuNx9d1P1uPJJHvdB5yoTHcJXWtGqMr3Qktqh7Q8QxVwukjAW1axIk2Uq+RVdY5iub7iKKxbhLl6VcFrckwe1Rzs9bua+ZnHm9qKfn0NPK5KI3JVXq/lt0PMvaP0mCpL7WSss9+w3oVNG0DOyXkJhdAGpSYItAteu9+zhHJdDrH+pRNoYNA3LnaowUFHpa8G4nnhM4wi5pbH87zHcunRthI6ecz9HuszQbapO4xsey+FJTFmYoXrAhFdIbNmYL0zav+TWBumT0vrGXFHw2VA5VAHnWbUhpCuBA08tP9KgI7EtEyoXVQLSsBBxZzb6zpLwKheb01eQ161kPI4A6unnkvKRjcSyUAYK6gbgmaXpAx1+Uld63LSutgxrkcdM9HxS7hW4BWBDmH4TDCQG8d0EKjpwTDdXLq9BZSAucv6Rol6ywE5dgHMNboT0NBivVGbwZSwPjVMqCg9JcsBqyj4eDliOIzouTGx7fDxYsQH1fTSWehzMBswn/n0spi93pS+G19mOnQAlRTEVbEaLzCKXegDR7E810hWWRdyS8uuOxfUq4L6yzKtoxF39cxFVPdPr8qzrYO9pHJQ7xrWRsiCOmZMK2RpHybIfxnRLMRLgvdL15vybdXyyzzva3k1Yk75b5ooJmOTjFsy+Gg8DZcxth4/xTMgJKEeM009L+NFXj1UkYAlsQvaAtY6TqbcS+SpDjSXgbsFPSfmxG7zZDUgaKX0WjGz2Gcat5h5fsnazgfMHZ/ePGavNaXfj+uRVgZoGdB0zJo8i7yUniVjptGF3FHXmH4tWXUUaheMDK6aHRFXi8Rm6EB8VKHL9r26c4sCE5cKKt/qWRZVWWqQKK+mcZA81oW7WwMFSaD3mtJjlQZBUs5QNwYNHuS73i/FZz0C2lSAVylFzWi9pLwS0CGd1iw7k9kxrU2dTjP4GnjImGWu1SHHdKfVdXvJgteI71JwQ/n9AiwsfXpu1dnseB0xVp+FVf5hQeHW32epz/7ZiDYpw1ZEuHLZn494MKjiPTTlpfd7kZfX2kd3PvmupzxJx62CrRxRMva65WUqUpMBuHCBViDDy9fpYvLKSsshWNagJMvrWWtn1DFczrwqasP9I5kWUZmfBJprlkq7QXWfeJG+0FStZh8z5SpWwwT/Zh4mSH7NbPx2iwAEHb4kjLpeUuKcWi9pF9waO2Ec0/3OZDJM0DJifSy0KS+wtF4QfSHLasuKnxnMupUOS3167Zi9aEq/Fa/R+nuDKT97tovr5Ph+RpQ45JbFWxsTPlltkxU27U7KMK/i1WYjHrjH9NtxPbhDDW40XSnAR4voXY969dSMdSuxes8LVKeNFmFrRCLqitKoLaxGAAAgAElEQVTbDjTR4Et1vU53rspP7iPT5qpyipfr6tiMZ9WvLXgM9foSkFzklXvMpFr184oiksYWUgcDyw31gCj1aa6CDfUsHilHpyEN6rhJ0zXRyNfIKwUdpph0d856W2pKL2n0ec0aauygY3MEICeA41FTI5KBVKBeJVShu6dej78K3yK3LDbckMS3maYtHnjH9L14bf5ykVk82D7mMOsxt3w6nYQHO8dkjs2BPaC9ndLOU0ig3U7BggN7wP2hmsEhDArUFa3RtyByidLeYD3MXZ5f8giAZcVGdGBTgqOUP8JJ1CDeqo/rDu1XZeJUzIaTV+AhL5PqlTsvKUf1eFDHl1haG2e1y1Q+dfC1ZsX0pBjdP0yQoHWa2b+u+m3qcPMe5jktTTr1ut+v5bsvMoZrT4CQCubMkoz1hYbluA5Zugj+ZH181WOAxg4OtbqSuFBLFJtQyTq2QhJWmc96Pp/Mt/n7sxtsBiFvtSckOOznIx7sVICheuh+FnMznbNMvFJ/9RP2emd0/YSfPNvld3qn5cqcXcrF+4CD1oD7Oyd1R12o55EReKgKQUx/XXhwmf423SQyOJjB6wk1QyHXaj+HHJMgUKHThWnR1r+wAhF1PFoM2bwGldozow3pBetLhpirm2tyQofD+SZ1putRl5Ne0l5AiBloqhWMjGE61kZTaU2AQ685oM/pQfcFmHKRVwY6TEWr30EradODYL6rNvrlvAYZmtXQnVc6qZcbF0HtlxE/mtygQo0zfP7q7C3cfk5/GBM7Dk+yAXcGUw4YcH9wUk/3cqBnxSS+w7ub4wtLYxW6tP2YeVzFexyqeI+NOVHqwwhmS7/cb6Tl0/NiNgYh52lQ7j/SrqauuVWznVC28CVlh15yOWReBw9J49W+QmnMXukmuShUQdCVn3cNNajKtK9ofEIdNgFKEyiIW0au0TGq2rOk+4k5uYeGz6Y43OvcKFcxHeZ53XSuasMmm4JK98u4cl7LqxU9I95s8lKnps4xQxhg3WUv9o0MVqKCbOP6nHL1b6ViSsNJOon06w41MulQGiLArPDZn414FvbYbq+wHXi43OJd54z2RsrBYsB952TNUtvdXpDEThkM3yqPr3IXXEh9iy+ScpOzjpWwuzsnsvwLgDCzfQ6WA+YLH4uiZH59i14Us3en0l/iIoB6BogGFvLiOnhTCjNUabSyEJEC1ZaLrrjYSKsjgTVgqVwv8aS28VCPKe40UbMa25irhGs9BZcNmDhXM5DkJsJUyDtoGl+UoLiHzOm0GtEmrCMlh7JtaH0v10qM3hrFrfLSD/+C8soDSZsUu2nFmoOVBr7mp3mtpDUHI6Gxckrr/BLNRun6OJgNmGc+vVblPnFiPpluc7Aa0CLFtqCwC+Lc5XQe8IF3yn3vhFnh88npNg9nm6wsh8K1+aB9yvZgRWi7rByXu7fGfHK8zYePbxGHNnlsY5NzUPT5/TeeM2v57J+XW8AP+xGPngz4Xz/7gNsbc24P56SezTRu8aB/TL9TUZmyD8KQEoSYBaTX7xdErFfr09yuHk1lrrumDuBSg5PN0RwV+4FTAs2rAMmvQ17VoH0dG3mdfBs78lq+uyKBpMJe6HgLrUq0S01PnTVdKNpYF3yvZ4jCOkMicZRilDs267M+MqAPM6sa7H2fXhKzV0zp+zGfZNs8K3p8Yu/QJYZFQZy5nLkBfzh8SlT4sAFP5z0+fHaL00WHThDTaSe8OZoRWCmh57KKXW76cz4c3yKObXLbxg5yDs5K/cVdmE199p+MaAcpTi/nw4e3GM/a3NqdMSDm2dMeP3z3aTn1VjHJF+9xXhXGsbwsdToZfE0qfMk6woN1i0SOC2qoYld0DNmFqN/ZsixrYS4kFES7/gUL6DqWx9ZZyniu8YAYwhc6xZyCLABB07T6U3w5LeMdrmqkgpTkWhETTefq/K8S9FbJdyKmQwMFXYHalaUNa1Nh64rT8UoO9d40JpXuUPo9HWnABvc5s3324xHtVopj5Xy63OZH53e41x+XS3y3YuLY4dm8z6LwSHOb02WbL+JNhu0V47zD01mfQbtc9vbTyQZffrrBnfMZm8MVu8NFCTie3eRHn7yBlcNq6nIyaxMmLj/d2+X37hxyc7jkrcGEo3mHv3j8DqvCpVhZ9Icx89Bnq7fiLw/e4ubGgl5aLToWxOsUj6YVPPVb+5u0wpIC0sE1Oj99XAd+KiDiZCWo03kaXpNG5g9qcNLE3kl70Oeyhj9tpFwFBDR4bxLNqmk9qM83geamfF4k3Wv57RBZHEwYeRlgTJex9hSIIW8ytToA/sLKpR5fJERBuq0w/bIlSSCZaP01hFnfZz8sB/thJ+KUNj+b7TJoRfz4dJd3t8d0s5gvlxtEuUNq2UyWLT79bJN/8dZXPB33+NPDd9noRgxuhnwzHfJk3Oc9+4xWK6Ptp9y7NebkpMu/f36L1cJlkgXMIp/Ctvjy/SEL3+P5eY+Wk7EzWPLhVzf58miLbjemkyVsBBFfnGxyct7mnTcmZVzcVrXomFe+x4XoaUGwDg6k8MSlYqtzUqghNcjQ7hKbmgXRAYJSEWEJNqQPn+brrlxdp/rRZJwSb4yoTj1ZRF5LTyay8xJ4xHk1hVZEFJoYh3JMZggJEoV1EKJRbod1xYhxHcZ3eQmhdczx4Jc0Il/Z7BXxWpiDh648zSwlRpq4Ia10wi7l6r9b1KEZEuIAVZCORzm9C5VIKnAIB2m5tkbWtvhivEUQpOzkK3622GUZeAw3QvYf7TCnxZNZD9cu2NgIWex4/Hef/zO+9/YZt96Z42zkPDocEnVdTs8DHh0NuePO+J3dY8Klx989vYU7yHn0ZIOvnw9wrYw0t/jbw1vMWj7/4Ttfcxje5hcHWxzlPXYGSx5nPR4/G5BZOVZh8/vvPuN73zsjfOKyfz7iTXvC+Srg8KzDbNWi78XsdhfsdaZlvInZQ7pcUKaNkFwDFFQaCSgyaE0J/Mwp3VeahYqo9YUwphK7ddUAb37Krc3HMRlAx/izjU+M702v2UTomMe+jelociVed/61fPfFdA1Km9bGZEudE6NST4zQBifUDIewGbqdiXdTT9pYAx3yGQAjOCgGtDsp7V7K3PE4WAxw/Zxv7AHd9xIOVkMi1+bZeY+D0z6+m7I1DPky3eBff/OPePfGOTd2F3Q3Eh7NN1kOXaZJiz99fI/vf++U3//dZ5x3Av73j98n34TjvMtXT4fkmUW7lfLnn90l3nT5YO8Er5Pzlz97i+fnXbaHS+Ytj7/44h1uz6eEK487Nyb84HtHhDOX/cWIB2+VtMYnj7Z5+NkmnMG91pgPhqd1kKsUmBToGbWiF9G005LajSzxa1IpGOlkIK4Ga2G1ZAad4JdjaheY1IuOS5QlSVrqmK43R31K9QlT7JuTBLSy0Qai/JnRytovBzWTo9GQxP7ITr2aYtNrc+hnuEopvoS8EtAhha0HEXMcFANajmsfKKwzIrrjStnJVgJ6yuzFgjmBOgg14BDQ0Yd57DPsRzyMNil6cJR2WSYuX0cbvHvrlE9OdnDbOY+f9ThZdHHsnPfvnZXg4rjNwbLP9hsr/uzju0ShS28Y8WzRZ3O4Imnb/Pz5DUbDJaHrMgtbnMctMstmuvKwLIvlmU/hFhz/dQfXykkym66T8uGTm5zNO9zbG+N7GXFi82+/fJvWTsZmFDGetfjrsz1+8PYhZ1Ybu12wSksm5mfPd7nZmrPbWrDnqWltetqvGcCEOq41pph20jnDesqsNkLMOpVZKFpBS0fUdSh1K7eeURskS3Wd9ANxA+tBAJWnPK42isw4uybQIcfMOAyd98uCjm8DIa/luy/aQNJstNZHMy6PD7Cu95rCBuS7Ph9SjqcmHZ8DjixFqoJH55HPcBBBC57nPYoOjN2Ajw5v8L3hKaeWz1fTTVaFS+LYHM+GZC2HmzsLXDvnp89v8M/vPOLPHt4lyl36w4jjuEMauCQtm2/GQx6dU26ElnhMIx8vgDC0eXbaxbLgr372Jh8djGgFGcNByDRrc/ikzePHm2xtznGCnHYQ83ef3eLtrydsERFNHH7xbIs8tclCm11vQbEFPzm4yc9PbvDOzjm7dqW/vGovJ5n6agZDNq0caFKhZgyIFLZ85qXeEU90h3IJD9E1NrU+M91imnyStIIJhMnS3hFgnfpHZSiZyvuZjWhGPX6JUmvy/ZpWmY5y1Stg63KShzTpWtOH+ILyypgObdnCZX8orNOTemAwO6/2HgiLsk05nWyDqsxuU1MdW1Vwk1/thXIrZu/WlP5OTev15jGh43LyuM3JeRvLhfGkzXnc4t+dvIkdZIzDLk+XPdr9HMfO+L+/fIPRjRyClE8P9siDHs/Ou3S7MePTLQ6P2/i9KePFkIODHjduzPn5xxs8fepzfu6R5xaWVU5LsyxYHHgcTWLeemvC8+c98gSWSxffz/jF422i0OXmzTlvjSb86d+/yz+5c0i/FzFbePz5V+8wdCJ2B0tcN+Px9AZvtqcs8Uhsp5yW2zqm78e1aaXRnfLjzXKfg6iaVkfMXlZRoErLZnndmQST5CpbqVvprDouTAdb63qVAV+3CS1mn2oSM6BTHzeZFXlt023ZxCKaLhPJ40UCSc3rcl4Dj98mKdR3AQDSFSS8Qtq1niwm6aBu/1q/BZRhWFustzntJl4fM30+pYo5I2avW+mwm9BbxIQtl3Yn5eRpm6ezPpOwRdy1eZQOeDLv82zV4fl0gOdmDDdXTCOf42863Lk9YRK3+b8+eZM4c+j2ImanfR4f99jZiRlHm5x8NSQICr5+ts1XX3WZTHySxMW2y7f0vJzPP9/icBDz1ltzzs66PHnSI44d8rwgjgc8frLF1lbCrVsr/vbv7vHmrSP8ImO5cljNfJYTj+/dPGO7v+Q8b+GGOcvMI3Ed9o9HPGhX+itRBaMRWTU1ZLbwORgPmIdVbItX6S+pHFnuVdb3UGhSXMQSny/riInxA+UYI3assFsSRiGPAvUsIx2Po0HHxTRnrYO1EhXRykcait5nR46bLiObdQtPl5ekTVReTQBEf5f7vKTyemWBpKaibxo8dMczZzg0RYw3/Z7jc8wAJ/Xp5WXMAzbsU269PnQjwla5NsabWxPO5wGHqy5HcYeTZYfHJ31arZTFskVsO/RHET/58S5h4nLz1gxsh+nUx3Xh/Nzj+aHUjEuWtZjNLOIYPM8iSWx+9KMAz7PI84KnT31WK5vJxCdNrYsnX60cXLcEHpNJwM9/3gIKep2YonCIEptkZeFYkBcWs5mPYxVMly2+PhpCVLCMPFYtD8cq+OL5Ji4Z3mbOMvRYbXpEY4ev0wF3WxN6vZi91ZR+Gq9HbWcl4NiPRrSLlCERYeGyn454kB+vbfhkslYi2h0mv7Wb45eRl4mP+FVjV03A8FpeC6yPc1BbsVC7EOV4Th1OoPWXXC/fF9T9Y1SlneLznAEePn1iPmBKl5il6/Nxe0Q7Txlulzrs36e3GSQRRW6x9F0enm0SzDI+mu4wXgZ0goxOL2H/8YijSTW51YGzRYC9aLFYeWS5xfF5gOvkTBc+hWURRg7tVsp82eLoaMDXXyd0Ohmu63B83GWxsIii8u3zXN7SwXVjZjOfL77YvDCo4tjF93OyLCeKXM7PHe7ehcePXYbDiL4/5ZPPt+l6KVZR8JOvR2RLhw03xMkL4i/dUn8tHL4+GnC3Oyn1eq/aQPPC51QW5Gzhs/9sRNtOGUZqHRGrWgdJLCGx8nUwjVO+j965wcQ28luMaFnZQNqCnm0qM3iFIB4Bba0MNXUL60yNZjgEiOgAR2k44qvWa0aImFZWU3Aoqgy0OMZ3TTX/NoAOh5oqbAoIbOqQemn/ppgOqZ+kynsAuPg8ZsQGKe0bEeHQZT8e4Qxz2v2U9lYKPrR3Sr/nXy3eotOP+OtP32Q8axPmNknmMFkEvPnOOf1Byvi8TXcjY3HUYbnaZDBw+OabDlkGRQFxbGFZDo4DT592CEOIInAcWC4hy8CywHUhTX3iWDqqSAk+0tQhTct8LKvAdS0iz6YoLHwnI49d/CBhvhgSRn3efHNJsTPnk8+2+EfvHhGeFnxxvMGjcIBrpWz3V3yZb+C6OXvdCY9PeqwSj/fujEl8h/3nIx74FZCAC0fkwWpA201pFylk0Haqefj5gPt+va2zXy1v7icQJDXIEMQvdSWsBqru9QaXsM4oCusnPlPNDOiga9liQrvf9OKx2t+qfaio302uyhdJ09TvXtSF0uSieS3fbdEgWn5DPWaJ7mqKSTPdwVC3Vc0EZsA5PmeMuE3KDTcixOVje8SD3nG5vk+Qluv67ELWtng67/OMHvkY/ubRHeaOz2Z3xeenm8SJw5u9Gb6bMbqz5JvJgDByePf9MX/74W3C0MFxCtLUIs3cUj+dtwCLMCxbb5paZJlNUbSxrJzhEPLcIwwvmwFpCrOZj21zoePabfC8DMtyiSILx8nKYPxnHoOBjee1ePj4JjkphQXTSYvn4y52Cnf6U5ykwO4U7G1PeDzusYo83uuMSVoO+ycjHgyrDegWXCxEdhBV+muWQgztrNT5B+mg3EFWBhe9Emq1wmiRlIGeomP6wKmqZ4nVkPFfr5+iY/OlDUg9o26X5VVbEHSqo4XNLTJMMNAU2Oap9Hrqk2ZAtBKTxmgGWeoGaat0JqMiz/0SwOOVgw6Rq9wrcBlkSCfWsyE06JAA0iMGbMpGRV1oD8qG94tkm3/cO6wDKHtwvgo4SQM+37+N5RcUrsViEfD8sIPfgU8+u8Pbby+Yzz3eeccmy1w6nbITgkWWlUAiDH0sKybPfZZL8Lyywy0vpqrGWJZDkjgcH5dA5fIsblVWDkDJlti2g+flLBYuWeZg2wVZljGbeXhehzi+xXxR8POHI/rtiNi28fyc42mPed5it7fk9nDGR7MRNzcWdAcph06Pd3fGcAwH8YD7nWor5yoCfG75DJ2oxEIVrxykKZOktU7DqQZrJ+uDtP5+VWBmU8yUvl4GdnPyjM5Pu97kdxPgMJ/hut9XpbkOhOjjTe/UdPy1e+W3S5pmq+i2py3iJnZWu8vFYM2oVVIXOGbADVKGpFgBtNO03ICtOyj7ZTu6GCyer3o4rYxPznZYRD52N2cyDniy6BImHo6X8dXJgNF2iDvIeeudKSdnXeKkheOUKydlGeS5TZrCalU+Z7tdfspvEIPJ5uxM3tZs3ev6rChKYytJoChEb1n4vk2eF5yclCPXl1/6fPNNl34/4slzi3DhszlYkFs2P/7iNg/uHOEEOR+NR9wcLOjGKYdJj3d7Y+hXhpAAicpNMk98hnZUo4EQgkXKJG1dpqMk2CsrAYcsdyEMlB7ztctE6lhPFkHVrfZoOKzji4xyxgpRFXNoKgSJL5EFH6F2DTQpUQEsEmSi3eb6Gml8cNnfq10oJnUTGtfC5Y7wLfLKp8yK6JgMswlrcGGe1wG7ImIpzPEZZtHaaBfYpcUeZm6526sL88zjo0c7fHSww9m8wzz2CSOPoBOzXLhMFqX7xLLmJIlHmlpsb2c8fRrw7JkUocNy6VSsRYlxi6JkOUzJc+fifCnmXu46bQlSigLCEMLQwbJKMJOmNvO5S7udslp5PHnSwXFSznM4OWsTuCmt3pxl6jKLfPbemGJ14OHBFsNRzPu7pyxXHuxAcDtlMmmpyf/AAnpeTJi7pYVQFXLou/Q8Y28YRWFYCXhJWTeWXZ2qKlEAtLliu57SrM/JcQ36zSAssSDMBVrlt96+AXWN/oTL/V2OmUzGdeDElBcBH69Zjt8usbi827eIuTaDGEtmfKBuU7JwsMSzU30e4tMiKq9LgTYEWcqk26I3iAltt2QeB3CSBPzs7AafLXYYH7UIY5deJyLGJcltzqc9dnfmhIlDK4OssBkMYh4+3CbLSpZjtXKUTgLw18CGSJpCvUpJk6wfz7Iy/WpVannHsXBdcF0bxymIIhvHsXj+vMN47HN+3ipdM5MWeVYabQmAU2B58PDJFsNbMe/fOmWJB7sQjFMm89Z6sGACvbSMzWu7lf6yIExcehLTIdSSR+0/yesVYjNKd5nomw4lESI6R8Z6mZeg9xTL1Tmzrchx6fuW/iF0rqz/IABAU2cyY0K7g6Be4lQjniYFY4IGeVh5Wa2ANZqG9QFXkPV3nemAy24kXbawHhwq0uRWku/6Oo+y8repgqkqpoMuhKHLvWDMyq5W08Pi7766xaOzIQ+fbpIVNtN5wGAj4snzAS0vY7i5JEk8fvrTTXZ3Vxwd9djczMmygtWqBAN57hhukqvkaoDRJGlapy+KMs5D/uK4dL+EoVeBGwffTyiKFo6TcbqyOHg2YDSK2NqY83zS4/Ckx0ZnhetnOH5BYCfgQmi79Hpx3dOqz73NKfvTcm/pwEkJcVm1XO4G48uVIYUf14vcSON3qg7TzeuODDUA0TtJWy3qDei8cr56oMpWvmrDoMP6stSme0Ue02Q8rnOTNLlkaEgDl/v1izIdTWlfy3df9MAiv2GdsdZuFxmUNCurWWm9bYZMQtgkJsMtlxavOkjYdcv1LJiyb5f9Mm1ZfHK6zYdnt4lShyhzWCQ+i9TD8mC0tSB1HUJsnpz1WB159Ps5ee6TJBZpahmA4zoYLfJieqzWib46llVGlMNgkOI4Lo8eWbRafVw3Z7WyoXBIY5svzzbpd1dsdyKeTvrEkctGe4XbynBaBYFV6a/Upeer7Seq9Tr2RlP2JyNYQlCkhLHLKnG5a43rijKm2slOrxJb2aE28KGuRw0wzKnQUq9NfVvGaNFLlrbANVshf3pWiZZE/UEdxSqiG5tQMVq01WRGwAto0a6HJqXJNc93hbwS0OEDe1zusNrFAtev02GWh3avbAM3W9AdTNlvj8CDYDMl7JcD5oNbxzAo9zf58ZPbnGVttm6syL60WYUeZ/OAaeTjODm2mzGbtQgCmE5LlqMoWth2zslJOegXhaD/f2jxKQqwbbCsrLqvQxyD70O3G7Jaudh2QRCUnTqOLbrdjI0NSBObYSti0I04DdvcSJY8uHXMynNZeS53t8b1/K8KivedmAetYw5OBkziFj035u7WmH5uuIREY0pvXFw8ci1VJWqKscmFcemHU1KQV6U127uOGZH+ZHb+rOHYVWIC36YZLqaf3uzDV4Hn1/LbKRrIanYjU+c8Luswj3WWXIMRYTvECt5lymNGTIFBkRIGLquey93WmL4f88A65qA/4MfxbY7cLpllkVgOs8JnlfvEKYy6S+LCodVJOTrrkOU2ll0QBBFHRwFR5JOmzguxrr8ecSgKB9cF245ZLCwcB3zfpdVKSdNSpzl2QZw5RLFFYbW4vTNnFbt47YxBL+I0a3MjX/Lg5jGr0GWVu9wdjOuYjKqj9v2YB6tjDqIBk6hFL425647px3HNFMiuq15dL4JFhAiR6fqOkVx2NKf6lCUvTDsMavygYxQvlnHQAfym9WPGUWgFqik0+ZSl0jU9rBf30vEdevqMNGa9xLq88FJdo5WbKLMm2u8KeSWgo6AGDRp4aMBxVUCpms20Bjq05RxTJuhnMQ/SYw6yAZNFi54fM3IXHJwMmE99rO2Cp8c9ip7Fo2cbbAwiTs46WFbBZOLTaiWcnwe02xntNgyHCZNJi83NjKOjFklikWU+RfESJf5rkNL36lz4Sm27tB4AisLGtnPmcwfPA9fNSVOXdpDS60VsdEOi1CXNEzLL4vPDLe7dGfPgnSqIVKaNqbnZfSeufaUO5ao4ugLFF6orzHRiVhGlsrNtN6mTBbC+oVyDj9BPat+37nsafGuWQ35fF9NhsoLXuU2uiuloOkfDOS1mutcg5LdLtK7V+lf0vIwH2sjU5+ByE5e2pscFj5gfcMwZAyZ2i14RM7IWHKwGzCMfa1QihS9Phyxjj63hisfnPlHkkwHL0OPpYZ9JP6XXi3E8iyItyHObLHOYzx3S1K7cH/APDzhqiSIxnkodVgbiuxSFTRCkLJcueQ6eX2AVFqvY4+2bYxwnL/VXlpDlFp8/2uLeG2Me3DwugYR2RWTADPrDmPtpFaumpxYpoHERuxCuG7lQLwKq4zD0Rm2wbgjD5fZhinhH1nww5u64Tf5faVyJOmcGh14lM9bn6po7EMqnyXI41NtryH3kGX6J6YGvJpDUhoHAe4U6ZC+U6ue1wOO62SsjgJvAEPrdmPveCfxjmHV89p+OaPfKfQD25yOeZn06Tow9yBkf9rh5J2Y2g/hxizxv4XlZFRwK7baD6xZMpw7Hx24157xE5r9JMd04RVGCkCjK8H1ot22yzMZ1U3w/w3FgMMzZ2V7hZjl+Du9vj/nj331COCmtBPTCaXDZEakboJhjuoMk6lObdY6RtgIyXqICrHR0teRvBOkI2NDB3dpdKd/FSrFZvz3QCD5M8NDkbnkR98q3zU656vd1176W76ZY1Naubmt6I2gNaHV3lTHGZ31GHtTtVS+QPPBibnon0KXci8mr9jHp5uwnIywXplZA0Ml4Ou3RGSTc7kz55niA7YAbAHbByVmXjY0EsMhzODgYMp975DlrcWi/Kcmy7ALsWBa0WjCfO2SZW82QKbDtjMKBoJXieQV7b8w5PunS7qe8f3vMH998Ui5ONnPXZ5/A+p4sC8ppKLLFvenLN2ZzCLMhl0qoBzT3X0m3UWdxAUikbZjs67L69HWgoujfjMsrIOoMJNPrZo7IO5ouFx0NK7SLiYodI528uAYetpH2JeTVxHSYkaRVwVkyfSiryrnqrZrZMMtXr/8gEqiLZnG16dHXPs/9LtvBinYr5Yv5Jr6TEbRTfvbJLv1RjG07RJGLZTlsbaWcnnqEoUNR2FiWxeGhC+SEoU0UlTTheuDVq5E8LyPKQabnWmxugu/nrFYum5sRUeQQhh5OWvDD333KHXteAik3hQIOTgbc3zhZ7zGCZKUBa0SomI5ZWpVxUi1SlKrFwyQ962znMg4AACAASURBVNfq7NZ/NP+WR9G7yZrujH8ovuk614j2378GD///EGFqodbVGpML6yH6WGPqJhyvA6mlfW2oa2auz4E34O+9G/hBxtujCYdODz/NOA07HOYd3FbBMvGwvQKnndPuJthuQRzbnJ218f2C6bRFllnMZh6W9ZtyCV8lNS8vOlTc1IuFzcZGQquVslo5bGyG9PsRj58OcO2C779zwh1vjuVQ7nprwcHRgPvDk3XdMaPes0UbQTKYV+lmuV+yRwufXhrTY4pPzDnr6lDcI1K3QkzoheBMokVCNEQ/2MZ5oDmA0aRStOhgIf1dL4cqxWu+t8R5XMzZVdfrxWQ0C6SZFglwEdH+xBeUVwM6JMpPozdYpzSg3IwtLz+dfN2dIpc1Bex5lP8uNm1zUoa9iM+XW5ydt3lGzEcnI0LXZfvGiv405nTcZTZzy4W2HMgyC88r5607jlCSkGU2q9Vv1ip4UQkCnyii8otmOI5HrwdBEOA4bd6//5Rha8rmMOSmPy9rvwWBnzI5a13sIjWLfA7mpQuq58XsbVQL7wilJ3PEkhJw7M+rxXeCiDB12V+NeOBUi+/oJRtVwJETqX6mfR4mrVAdu8rdCet9Qm7VZMQ0sRZmGjPPqx7JTPNtgaOvXSj/3xFhIzQ2124/jdVlzQazPepYD2FMJNbDo1wPYgOYJT6fWyPaWylOVhD6Dv9n8RbH4w5FC268seB2vGCWtIgPHVYLh/lpizSFIChwnJQk8XAcmEx8HCczYtBepS6TnhWTJA5BkFW6txyeo8in04lJU5ed0QIX+OH7j0v91ZuXzEUCgZUyCVuwW2Y3O/I5eD5gPq70l2yCKXNgj7lgX2eRX27gGacMs4hF6vI1I+5wTJv4AhDK00q4SGL8yYQRHR4gb2eyHFCv6XEx+Df5eoV5kOBYmQarEa5Y4vIQcq1I0y6yHvC0SrdFvcuuFqHy5GX0Sq80fH8J+ZVAh2VZ/wXw3wK/A/ywKIoPX+xC1rlxqRXpnfp31XudZJ39EMu2icIMqn8H9oB2Oy2nlXnQ8lO+Ottms4ggt8hzm8OjHoNexMm0fzHltdUqAAvPg6JaBzeKHKJIr6vx3QIeaVovOtZqQavlkOcZeQ62XXDvXsIPfrAgS2fsdFb0jmpOLIyrKbA5zFaVCypIGVoR4arahKlzXAIPqFfwy+FgOqBNtXhYAe28LOuD1aB0a2mNqxruGoiWiCwRc5pXsq7QJRsN7M0paN82e+W6qbJXuVi4It114MM8f9W51yzJq5FfRoeJ+oJaH8s4IFawLFQn9aqn2DoqrVDyehFJqMei5wxoD8u1hiy74HExpEXGJPXpbaY8m/TpbMY8Pe/ht1LOZgHDXsT5LMC2C8Ch3c5YLl0gI0leTQzH9eKTZTFpCq5bVIGlpU5LEhffLwiGDn/4g2+41z1nx1vRS5KLQL6wcOl1YljC7NRn/6haQTmICG2X/emIB6tKf8k01LPy2gNrQDtOCaK0Yh9SPOCEAW9zcomZMsdiISR8aleM3sxVu4Rh3e3rQO1SMeLo1twWkpFOZ27Oo1kPMy7kuqh2mRtsulMkH6Fn9AwVPVHgl6CXf1Wm4yPgPwP+p5e+UkfdGj61xnmLlOnlvb28OaALIMTni3zA38R3uOEvuOXP6Xklp+/7Oavcod2OOYtafP50k6INQdDCsnyGw4LVyr5wofh+zHxeqphyAIfvTmddlyQpQUdRwGwG/T7s7hbcvp3R6cCPfnSLO7czTuwO3+OUnd6KMHRZ4XJ3o4z8PjipQIRVrUBKtQLpeMD93kldRxXqm6fV4mEKQAZ2ysRq1T3LjHZWlZVRAsq1mA8zIiu7HNcD61HiZvyPaWXoJiVWqPYcQfPjwtX9yvQemQypHNNts2kWTdN1r+U3Ji+tw8S9ot0mOq5D2qJWcSH1VFgZrKi+62tKzeLziAGR4/NlZ4P3irNyWkQIhBaul2NbkKUwiQMOjzbpbCS0vAzbLrCcMsZrsXDw/XL7hTQVVS/bLXxXuDfpAT5RFJPnFp1OznJZ9pydnZQ7dxaEocvTZ32CzYyTqMP3+qfsBCvC1GVlu9zNxhCWeqrtp7ST0u3SLlJIqxVIs5NycxuJZaDSX2lULkFQUGm7lDEt7lGTBxEqBo3LjKsscS6f+u1gPU5TDCFLBvSrXBTSwDSahfV1RXQQf5M7RM6bImmW1bWCcvVLycpoTSI+blGkLyG/EugoiuIXAJZlfVvSdQmA9/iV5sz6OpI0h26F/GaRz/7GiPbtlBvOgpOizafhNqPFkhOnzc7dBbHjMs4D8rmFu/KwrC1Wqx43bpRxGv0+TKfl8r1HR+B5DllWzgZxnJjkJQNnfpOSZWVch1gz4zFsbsJk0mEwWJHlbVJ3yaePtolvj9ntLrl7Y0z/SQxzmM99hkm1oFoE5BV9OWvVcTgCEjLo5TFh6parJRblsTBx6WVxDSClrkTsssMVee0Ku9LFUrlzfC5DPR0WlHDhHbrI4kUCSeW4/mzCvE2sYlNA6VWq/Domw2qi617Lb0R+WR1mxllLO9OxgI7xqWc29tV1esG8JT6fMGKznTLMIzLL4i+su9yZzDhx2tzZmXLWDuhuxfS7EccnHUJc3rk54Txts5nGbG5mOG7MdOqyWnkkiU2nkxFFNlFUBpKWM+6+C8BDmw2l4bRalTPwHMdmNnM4POwyGMQ4dkHm2qQUfPpwm3gwZtdZcjcd01/GEME89Bl6Ecwp9c4YAlImh61Lwezk0LNjQlyKIkXWQYtwCYjXFuLUukbXq6wUIHvliNtNNvzVs1NN14udg9W0DbEM5mKA6RubC35pI02n1dUrjdUMPtWIGGoFqpuFjo7WInTOguuVW4P8xlhdy7L+xLKsDy3L+vBYTNQmrW+OCvq31vYmV179HVgD2l5KO0gZBBEHiwEZsEw9Che+Hm/wztvntIOEOJFpYxnzecZyWdb8aJTR7cL2drkM8GBQ3rbVunq58u+SpGlMUcQ4DqxWOatVzuGhzdmZx3jcJYocTiYdZmGLvRvVFveV9OyYMKuwaIVmw6Ryv8gxuKi7vc6UVV7OgCmg/G657LWm9QPp+m3Sc1J/+vcV8m2uChMcNDWtl8nvqkdpAhxXybcCjqvK5bV8Z0TrrwnrKqlLrYM71O1MBh353TLSyozFhHoH0kMGDEhppymL3CNdOaSJxbnv43Vyvl5u4LkF39875njRZZW7dFsJjx4NeXQwoNMp4yLu3InZ2UnpdBLa7ZxOJ6Uoyvi0El99l/i19cafJOVqy66bE8cWUWSxWhWcTQKWM5eBFTGPPQ6nvdJslqk+dmUErdxyMKy2vQ+PKiMIal9HtR7F3mLKSeaywMUClpTfbzG9SG6uDiCMltStHsdlZWTfW2e6MiMfCUiVfV4uGlKfsoHIfjCd6riO5TBFIyOfmoXQxp4ED2nkq0W2zTXHYMn/Kgvtl9Bb3wo6LMv6PyzL+qjh71++zI2KovhXRVH8QVEUfzCSnibBL1IDoTom36OGY5I2unxsnvgEpFWQUIt7gzE+ebkVfOSSZDb/z8/vMFv6tIIM14WjoxauW1AU4DgZ5+dl7cYx7O7Czo5DEJQxE03LAn+XROI6ZL+X+dxmsbBIU484dvj88y1ms/+XvXfrkSTJ8vt+7h4el8yIyMrMyqrqqq6+Tdd0T/ds7+xyZ0VQwl5AApSAFQVBL4IeJEgPC34DgVhAehAECOCj9LTvehD0QFDgSgKXgLQQJVHLFTW7y57pmZ6enu7quuY9MjIuftWD+wk/fsI8MrOqp6tqJg6QyHBzM3Nzc7Nz/udiZpscTrr84Gc3+Sf/6h4Pz/oLDnh3e8Q0aTFNWuQeC0Bxd2PkfN6gFfHh5j6hl3KadAi9lA/DMojUkpk0nn91LX8Vm7RzUl9bI9qq+vQ8bWqWXWzT1AbJK3+Wcu0TWtMvhL4OHqb51zYFgBA3u3bhKSOgcxxI0Kjeg0mAik9xqmxIQhTDo7jPdnfGB+EB4/0OZ+OQz59u8Vdf7hHmGYPunNPjDgflpl87W1NmM4/T0za+nzEYFKdSb2xk9PtFrFqWeeUS2Zdp0EX4PuXhlkVKcVCcz/l5wGTik8QQnwc8fjDgky93+fJwyOen2/x4f5c/37/NWdSGDO52RkzjFtOoRT6G6VnBy+4yqqO8uIgP7OQRr7PPjJTHdICUe+zTLR0rWlHRIRfKQ7O0oEHyex0I/CpNu1gWW2TYZU3aGiPpAh60z1gjHNnSWZ8mp1en1GMP6uSr/z5VYIpu0yqgoX1Jl6QL3St5nv+dq1d7CbLmJJ1u0Vhqfsu91KShzP0kTJKQTjtllgV8a+eIe2+f8NcPrvPFwTatNCHchLt35/h+RBR5gM/xsc9wGHDjRsDmJty4kfPJJ3ByAp9/zkuxRLaJWq1i4kpkep7DjRsRaZpydJTS7yfs7p7w6Sd9bmUTbl07p5Vk/Nn//SZ/cOdTBmlUgIitfe7HQ06nHfpexDvDYwbzaHmrvfL/wC/3QtFgUrugbNBFVgrbkjyLBux1Wv/UrjgN/Qip4jnA+DdK/tqt8gulXwQPEyu3kF4SqdOgsmxrwSOLFazLsEfECS2ukzAhZEDEJOgQZin32sf0dhN+nl/jZ0+3GU/a7G5OCNMe7VbKznDOzx/1iKIW164l3L17xmCQ4/shn37aYzz2iWq6wMsQm1bMZs8rgEarRbn5YQE6ut2EreGELIL5rMWMmP0n13i9PWa3O8En58F0wCfzXb5//RGDWcSH7HP/8ZBTOvSzcgfSNFoI3DSrvtMZxXbz2xwseRusPiQBo9qC0aYAoHY1SxzDZlmBV5pCNI5Y8CQZSPbwTE0a9QhJDIcMLm1q0Wt3pWxbpWnTjCa9OkbTqutnYK4vZslsDDzm4pgOrQXa36U6IRuKCRjsM+Lh0z3oQK8V85NkBy/zeP3OGO8r8A483t884GDa5Xi+QR6PuXPnjE8/vcnOTkAUdbl7tziPIMs8Hj6EJ09iHjxoL3bQSxI9c/Xh6i/OTt7tohhKsfwMio3LxmOf4dBjNLpGp9NiGqVce/uYvdsTeiQcHvS4fz7kg1axa98gifigd1Cp5wkViJC+10u0UPdFzdOHFWjVr1TxNKAPBLkLSb1ZVUZXb/ckCxzp+itcVZ97mQzPa3r5yKceFAp19mTdeGIxV5ibLVVOy4BvM+Kv2SPqwEYec5a2eXg24PXtM7pZSpIEfHD7gOHOnPs/GuD7HrdvnfHkZJPzeYu9a+e0N1KubUd0ux55Dk+f+jx40C5XhxTPvfjQtm+Kip7yPOFXlC6gDMgJw4QcjzDMaHsJ9+8P2ehFXOvN2WNCN0rJkzmfzbb5/uwRxDA4j/ggPoApRdxsh4X7IC2ZxITlFahQX9kvIRJiiNcsUC+0tDHwi/gPNQiWFCBXJOrAZjK/hafq6FQd02EfpMMUdN6MelyIDoyTl5EgVbGgWKarf0tQ6yXpeZfM/vvAf0sRR/Mnnuf9IM/zv3txQaoIHGgGHUY7ro2O0j/lpWVAT7l8KiRiu7/P/d6QjU6x8uRe95heK2GeFMcq7w4mfPVwwO03RmRnW3z1dMCdO1Nu3OjwxRddPK/FwUGXnZ2c+RyePm2RZQGdTtSwoY7douybBx6+D2FYgKI8TxkMEjY2UobDhLffnvH222f8+MctvvgCfv27T/j29iEbacL8KOCaN2N8VEZrnlDAf7H/CjrWUcx6X+BUpWnpryeIdmiW92NV9ca8jKk3wcJC+aRqykw1Rc8bsQo2rUppCiDVX8q1NNalZKyKC7HKw2XjPV52a8wvKz0zD6MSSiKooOLn2rKhcbq2dAhFKi0g4qP2PvfDIRt5xMjvMGzN2erNC/41zRn254zOOmz2I4ZhxFHWpRum3Lp1TtjN+PLJFmdnm5ydhfi+z3jcJUmKkdZuF8pJwSfk6S86qChdLJHtdAByPK+wzG4N53z3vX3eeeOUo/0eT443+Tf2Tvj2a4dszJPF4ZJMWMRwLDYEg2rCnxSXPhV7g2VAYUMfrMFA6pA0V4zlAsjEFLstU1hXgjJ4fnHAmwwQHXmsfXSWWVlriLaQ6oDUetfWmZI8S1tHoK4kCmVUy3H0fRtsChVgugQ97+qVfwT8o6sXZPnLyn8LMmy6w9KBqi4FhlHEBxzwQQ/6fsz9yZD9ww3OZyH93pwvPr9GQEYYZby+e8rT/U1u3Djl5GSPdjtlPG7z1lsxvp8zm/kEAYRhuvA3VhMWlreN++aBx2BQaDCzGbRaKbu7CZubEXfuzLl2LWJjI2FjI+H3fu+Izz6D6zsTemHCPAqYZS3uDEb05+qo53OWZ58GIBOWHdcShCQmpwnFwLa7m1J8M6tdBFZdkBv+8oKmzPyWeWpjOKy1I2tIF5IYLKhAi8sKaWJpa3W6/PiampbMrj0sL4aelYc1+fG76n9Ite+SLLkUGSNgRb6/AJjAh3ZpafwghLNem/8tepMHpwOSqU+/P+fBgwGjvM3r10aMsi5nWZvXds/obMb8+P4u7W7EYJjQbud8/PENut0ZQdCi1fJJEq98b/02qWrJN8W3qlmzsVH8zeeQZTlhmLG7O+PatSlvvnnCcDNmOJhzd+uMLjG7vRnBNCcHoiRgdNzh/eygQBOCKEQxKh8TZRV7kqfLf6sjCeuSeWnnZmDKWoNBjQeVH1ruecJYJEG2O9dmEwEFejVKvcvcn0lrWta9Dcvo97I7iQYUoEKfPyGk0dol6YUdbb8gCyxW3W/IsxTUp7Tt99uHjOgwTtrc8seFRu15RJ5Hm4yNQcI7bx3yo5/dYjJpE0UBrVZGq5XT7SacnrYYDnOCIOD42CtPmb3MS6V8E6ZLCcC6dctjfz8nTQPiuMXt23Pefz+i10s4PvY4OAj59V8f8d3vPubP/6/b3D/sE58HhGSk8y3e3jiBEVXgrjXb6SXK2nrhotT8hzpyKOlXUbt3gZg1vVpURH/Vx68EhMp22KJQagVQK6tijfbL/JsoDViZvwetiN9qP+JPvHfZzab05xFPspTPT66x15/ywa0DboZj/vlP7vL5x7cI2jkf/to+p6MunVbExsaIk5Mew2ELCMs9h5qWB39TfKsu+rtd6PcLxW408mm3c+7cmfDWW4dcvz5mPgo4eLTB5jDm7/3Gp3z2s22Sc4/j4x4n4x4tL4NZceTF4CwqNv46o1Jy4uJSZLm6VZOfct6KtWroVaoZy72jLV6o+z4sJrwEzEdlpnBeponFIajyLtwhULd26MN+NCMRk4v2HugXsBYKOWdL68dSVurW9c1YHvBCdiPHS9CLAR05dZskrI7lgLrAKu/pA+Jqfa1WuwzCiGE25zTvkEwDNoj5ra1HTPstvsy2eHN4Sj6GH02vc3PnMV7b4/BwwIMHPd5775ytrZC33+7y859vAB55Hpa7+0G/HzGbtVecYaANp18/tVqFuTQIYD5PeO21hDDMmM9jWq0p7fYh43HAvXvnvPXWF3z0zlOmRy1+5/0vefTDAVmeci2csd2a8eXBFoM4YjCrAq5q1o2vQxUvB6cHi23tF3NKqwvy2/FMa3G0q7tEYbA6mysvLM8Xq726yjQtl21SPlaRde2u6eWngGp78zZVvAZlmlxr7Xaz/J1ny8qhcIc8LoFHSOHsKefhyaTLB9kBp60u51mbG8GUf+/OjznwN7ndGTMet3mzd8q0E9LeSJjtt0hmHudxyI2dMaPTFm+9dcRnn22T5zCdBmRZEffV7Xqcn/tm76Gvm281bzXQauVkWUqaZty4kdDrQa8XMxicsTWcQgS39sZcD2b89sZDgjhntzeFCfzV+Q3eOB7xRuuU1iTn49M9Psz2GYwipvOi+2TbcpHtsheWNirAcmCwnsurWF9K5VmGagXswpAQ12M+pe6YggcuLLzF0qVqpzhXg2wshoTkaPBiz2yxTMkqggJ4LBPVeV2n31rz7hWAx4sBHSnF4QIaUFjAoUCIa6Ja74xeAx1kMDxlYfHIpx4fXj8oJjTAGDazmKjnc/DTHqOjNu9eOybo5ZzMetwYjIi9MZvdEe++O+aHP7xJq3WNBw826HY9ptOQTidlPg/JsmI5atnS8s+KETvprjKZ3cFeQQDd7hzf98pdUhNu3ZownfqkacZ0OuO1mw/obyZ0Owk3OmP+9f9zneODLpvtiDf6p+wNpwt4P521uL8/5IPpQeU+EfCmXR6iKui1gRLzUeYTzaIJBMtE1Yw5LOvXQlgMLnoVlyy/l6bYmA7bc3ou2bgOaxZ1WS7tJn+uGIwmEMIl0nW71vTqUJdqdUKeQSBnV8Tltfbfl0zrPFt2/51T7dGxuJECT8rrEMaTNteHU/a8aaGljiCPoLWRcXDU48l4g1vXJgwHD/nZ423maYt+P2JrK+bma2fkkYfXyplNi51JDw6LA+DSNGQ+b3F+Xlk/6q5jIeFBTYGnLqmjmfoyics6DHM8LycIInw/5vr1GdEc5mdF/Mp7d47oeglvDU74+edbHB92+WjvKYzgt8LH9DaTyhU8h/vZsAgipQIcUMV7yXblAkRS9Vtard9gwZ+o7+pgYy9d1pHFu6oydhFJzYdzkdVA++WkMperw6UJWaBgA/ebXC1SLjTXsOrzrqQXAzoy6jYuqMVnuAwdOlALKiVc0rT1vwsMz6oM/ShidtoqzgUp33g2a3Fzd8JmN2Hut7h345gvzre4NTznyckmZ1nI+EFIbxjza+884tfee8jh0QZPn/Z4+HTA8WGHx0/7jEYhvV5E2EqZTlt4vgdkRFFrsWfG8g6mLuRvJ7P+ojLZi1HTakVsb+dsbhZLfcMwYzCYM5nMaLczvv3tY/p+xHYW8d1bTzkfh3z6L3fYac343u4TPvnZdb46GNLrJvTTAop3jxJOn3aKjn1M/ZABGWhieZXOV0tK8tJcmGbVlir6oEINMETj0BYJ1/iViSoxYvJIbZqWyXtGoSjouaVBh2/+o65R15Z52DKwzBdWBYNeBCbWgaSvJnWpTOUBhcaaKlDRptx1t5wjml8JxVSHvEmeICu3yFYeiH4SMYtb9NrJIkhklre42ZqwOUmYhy0GnYip1yLr+xz4PfBytlpz8rnHhx88IfcC3nrzhNksZDQN+ezzXY6Ph0ynGVEEk0mLLPMA2bEU0nJDLd+HLJMG2VPFri6BwjDn2rWIIIhJ02L/kG47ohPO6IUJ39o7oxNlXA8m/MZbjzmfh3z6L3bYCWd87/YTWic5f/H4Ft/rPSkemwDzcufReYH+hEeIwUB7hEW5n6k8UMkPvSRW9C7Nq/SctYBDDnAVPqTrEapxehunobclsAGnGpxIgzHldXyIkNWBLdNzWVZ0+3Q7bUe4AlAvoBcGOvL5sy1ekfTYpOsllV0oIofLkXc3H/HxbA8C6IYJs6zFNG7xzu4x92dDgllGy8t5q3XKwXyD83mER857e0d8ONyHHXg62WS638KPety+dkY89bl7e0SawuS8TTRrQzcmilokmYfnZQRBju/LpL3oy1y022lU1pXS66X8rb91TLd7yv37Gzx+vMFwcMqgG5HnMD9q8Tu/fp/d+YT8ocfoSYfvtA657k/hKWyfzTg/DHlMn3fbx5DD7EmL/mlUSG51CuNicCkUncbLY1sYpt7nrfzUi28WqLxnJs1aFKRHhDno1St6Hb2uc256rMOrY+lY06tDEq/XlkGUVoCjLZs2lPNESBRarTnbBXy9ErR7/TKxrOduOOJjbw8i6HYTZnGL6bzFO91j7mdDgnFGNA/YuJbw3sYhregaD0cDelsJv/vel9z5tTN+cn+H//Mv7vLgaZ/+MObG9TEbGzHn5z3yfECS5IzHbU5POyX4ADn00veLIM86PaOaC3S7MdvbU+69/ZRHjzeZTUK2hnOGYUToZ8yOWnz79lP+rVv32TyN+eyTbXaSGW9mp/T3YziCnXTGF0dbfLd3sDiAcjZtsTmPOKTgL8InIqo4d2m5DhwVma7dLah0PeftYayBKifnpp1R7Twrz9MxHxq2LQCIi4k0aTf2nq5c+3C0Vm7TbBS8T50ha5IoaNe9X8TmYL8ISijkmgt0wPLqWBfwsJYOvXpBrB3dGLqn4FNuGNMdcup18NKcoJPxo6PreMOccDPlJOox7M3Z657TmSXcuXHGd8IDvvzJFmfdkE8OdonigJveOcNrEUfJBt++ccxua8rTw01Gozbnsw4nsw6+l5Hh09+YcXTSZ5S2ybIm10thasyynE4nKTfFaWGDvbrdjG43ZXd3xvb2nH7/BC+e8usfHPPmnR7TcUg68/DI2G7NyA88dsMpW/M5n36+wzQO6W4m9L2YW+djPn26w/GkS15qTdOnLd45OebpefFtuvMSZ2T1MR1m7iVldmsNuScuR81wBXSIPxyq2CbbO01WELmn/2tygXurqbjyNYGJywCLNf2KkFfEUmkpFXSKecystNiWLhYZLH5cgJQ8qw72zCjypFkJYKBYYilIu/w/IOLD1j73kyGnWQcvygk2M340v473RU7YSjmZ9RgO5ni9nBvJhN944wm//cZDmMH//j+/wcdP92i3Uj68c8jR2QZPRj7v3T4k73jc3etydLbJeBLw6U93SJKQJCkOx2y1PE5O2sznLXw/V4BEdYcHvp/TamXkeUaSBGRZNWN8P2VzMyXPPfr9GdevT9jsRnhzn994+wlx2iKdBUwmAfNJQKed8p32AemPfeJuQPAoxzvJ+TTa4V77iH4Y80Z8yg8ObzKNWnRHCSdJi1NavMMxj6mfhWYtnVpOQOW10Ht0SSCwLa/5h1hr7cZvmPq1NVd4h4yFPCs5vUZFI9UATZbh6SBUQUTSYGlYzZdDHUHpBom2bp+lX0he8DnNsy8EdGjzOiyDC8y1NlNZM5nk19tAiN9O131jGvGBd8CZ3+bj6R69JKGbFVaPjSRhEJ7y+KgPIXxn+4D3u4fcfzokzT3++vgmrc2Mrfac2xwVigAAIABJREFUcdTms6+2ueFN8E7gtjfB9z36nYQzL2F7Y8rmZkTYzjkc99jbPuDgZIP94x7jSYc0ycjySpNotVLCMKPbTdjZiUlTj8mkxWzmMZ0Wkdy9Xs7u7ozNzTlx5PGtNw/4nb/xBb1ZwqODPv7WKWGQcf/zIXHksxXP+M3uY/ZOpzCH7fMZ5+chj5/2ebd/TH8ec/dsxMGox2neoe9HvHN2TOs84gmFd8UGT+tAuTl1K6Cgfajba+RoeTu+BXTIilpt2dPaiH62hACJ1qLbBsUy/EPzLJlDrgPfrJtF3g2T5nKvPG8gqc23BjGvIMVVIHvgV5Zb+73FvZJRuGMkj/AlWcrpZ1VwoX+6eMRi7A6I+GDzgLOozcfzPXrThO5JwqzdYqOdMNg45fGoDxF8Z3DA+9khg4OIf/nT1/j4eI/eZsLmdkw0D/jyMKQbp3gzaHspH31rnx/80MeL2vzmd55ycNolTTw6vZTJecjt13IePOzz9OkGvu+RJAGFAlW4kjudlG43od9PGQwinj7tkqUwnwW0woxWmLE1jNjsJrRbCbvDGdvXZvyb975idtrC72SEccb9x0Pins971w94Z/OUdpzRyxI2g5gk9+n6CY/nfd5Nj2mNcz7KnxJGKcdJh5yI6xzzFVEtcFP+D1VfarkMdYBgXbPg9jqI91m7YoRXacsJKk2+ZxsWu6J6lrlYTTpWFVqLhBaANuZC50fd0wzWtQzHvqwuLytadFufgXm9MNAhgYRC1rIB9YEQm3szU067V7SpXfpoGkPvrDgQrp0WByoRQS9LuJ5OCXspv3fty8XBQYxhfNjmJO2SzT2GeYyXQ2ue8eDhgLeunZCMfbphyvlZQJZCO035zbcfczDp8pcPbjKO2wwGc167dkanlXBynnAyajOfB+DB5kZMt5sQxSHDrSn3vnXMbNbixs6UMIx58NWQySwgTQvwsTucsN2f8kZ/xE//32ukpz4nszb3bp1wY3fCvdvHXGvN+PJnQ65PpotzbW4lYz4dl5aNuDBD+lnO7/e/YCC+2jK7RvSupd7yW9yLQjNHPqgiUawFRG/foZec2fIWkGoTqDZZu8aMdUO63qXJ/Wmfgbl25bP1Srt1vfb5a3p1yVOSxQspdtaFmpbqlQPAj4tkL6yACFQWDihlgHJnti3iPy+OaO/tJPS8BGbQSxOuMyUMU37v5pfVaWRzYASfPdomSHI2wxhvBnnicXTYxQPSY48wg8f3+3RaCXHU4/13D7mxE/KXP7rBV19u0Wpl/OZvPGKrP8PzrpNnOccnPQDi2GezV+zONdiMuDaYsbUT8cZrx9zeG3NwtMFwEPHTn20RxSHXt865tjFnEEZsMOdf/X83CUi5t3vCjVsT7r12zLXOjGudGeNHbbp+cSz9rWzMT2c7dOYJ50nItNVietjiw9Y+gzhiSqHEHFFsQiryukOhoMjhqeIaEZlgQ9ZkXiuv2QK06GWwwgO6ZTdrnql5RUbdHaODVSVvIJUKaVAgDdXMRqMiG0hqScdfSD0uZKzJAhV7ryn24wr0QkBHSrOlo+naCi4d0wFVIKkE4p6b+xJzMKJNhzlRAu1yVHVbCad5py6hJtCfRnw62WHoz4nTgLaX8uRsk918QjYNeKd/Qk7OX01u4Pspv7XziE0/4v5oyN3+KZ4PR9EGj58M2NuakIQeUdtnsBHh5Tntbs717Qlx4pNkPnkEr984xfM8buxM+J3vf8XDrzb55Ge79MKU733rCWGW8oOPbzKfB3z3+j5bQUg69slCj63NGb6X863NArz00iKyu+/HvN4ZcTjtcRp36BPxTvu4WB4rEj+t97HWxlDp2vrU5PqwYBKTz/XbTlYheYYGpbqsnugagFhQoEnezeXGtCDBBVgsc9F9pXnGZcj285peAcopOGdaulBE3Q2pm7wNkvZKCaRXtEAVQC+AxPOptp422uw4a7M1n1eMfw7dpORfOvBQJOYcenlCfB7QjlOO0h4b85g4CHnn+in5Rs5P7u9wdNblO9cPudE/59GDW7z/+gnRzRN++PkeP/vRNlvDGW/tHvNgf4u97XOiqEW3nRK0MlpBRhJ5XNuc401ge3vOzuaMv/lrD9nZnfI//S/v0mmnvHvjhHjs87OfbzNPQwatiL3+hDTyyU48tnZn+FnO3WzE/XDI7KxFb57Qn8W82zri5+Mt0sgjHKW8kx0ziCPIKkVT3FZQ3wMro7JK2FUq0lV2Lw5todUrTqSsXFu3sDY46M+n4z91uBxQZya6UZY00/Wpm5v1EigXo5SX0+X18yRfRHOchjZrW+BxBYvHC43puAzo0CBD35uZPNq8H1NtGS9IU9wCMRFntOiT0MqhfwrReXl0+1OqddJtuJuN+MvJTdpZwnGrR0TAOA25tTHm8GyDvaRA7vv+Y3483qGbJdw/HLLDlK/mQwabc97efsT/evg2P3uwxWvDc96+/ZBRtEG3FdPupnhtj2kUcOe1EWfjDr0oox0mbMxj2k9T7nkn3H7tnJ3WFE499o96vJWdMOxH3OOESbvFg9GAJ6eb7GxP+f03vwAPPh7tQUrhQqJFMMn5/V5p2ZBZqJeBUPHJkPoE1XPAuhtCc1+PZQ3ENS/UvlG9zFzf05Ncg/XYpGlXpf7tco80uVVQ5TQFDXlXxYE0zb2LlIs1vULkUQxYLXEsI9JABPBE3VZBfbVA03IAL/JpySaWky702xGzsFyJV06aWd6iP4kKxiprOsvTR7+VHTOadTh52qHfhbM4pJXl+EHE3tF5cYbJOxP+9AfvMJhEfP7Da7zeHTGadDg+6fPu9jGH4w0++2yb7eGMe7uH3Lw55auDPt0g5TwO2erNODjZYCONCTqw603YGBX863ZnzO++cZ9uK6FzlrE/6tFtJ4ReTm8jYa91zoPxgCePNtk5mPL7179g4EfcfTTi48leAarihCDOuR2N+XC6z+AsIo8rq4Ze3abdHq79teTT+Cpv1+TVZF0sInNFLlsLiIAULZMFZMiQiKkHIQNV1Lsmm8c2StCQrCiUMlAFf4pJRpdtsmZoBCbBdjK+tQC2Lp0r0gvbkXSVO8VaOHD8l3xWC85MutQlS59uMOIH7JECfRIiWpC0+IjjYtKqjzwg4nfzL/iz2Zv0OxFJ4rOdz2h3U/5g81PSLGA8bnM9nfBG/4Q7wTkPowFBnvF297jYonjSYa89IUt9SD381Odu/5TzKGQjjPkb7z4maGecJW0mvZAPXj9kY7NYxjo/bxHEKd8ajLkeTOmmCX9x8BpHkx63N8cwh41Owrv9Y86iNrfa58WR8hl82N3n/vmQ03mHfjvinc1jBpOo6gi9B0c50GLVfy6Xgu53/R3tXBFea92Vtq7LxDZYwBM05GvK31TvRYGhq0DGVeiisqvauKaXlPSWpBkVg4d6BGJo/muVuAw0XZy2XAqIfF5aRLRkU5rl3XDEx/M9iKHrJ8zCFtO0WMmyMPM+BG5S7MgcHTIKOjzy+uzPN0jOfG5dG/M3X3tAOg8Yf9Wm00v5u3c+4/UbZ/yPH3+HTp7iZzmbfkwS+dzojDlud+h4CbN5yI53SNDPOJ51uLs94vr2lJPNDptBxHZvzr3bR5DA/KzFwY97/Dtvf8aXR1v0Ogm5t8N4FJKFsNc6Z2OW8K5/zFnc5lZ+ziAqNiccJGXwvz/kNCqts51jBuNIuo+AarNMqOb+BnXXiSg32oqh48307gA2Vs1FEniqXb1a1sjnl+cK6ViSNKMIPNaBJk0WBhdIcPmiJV1ILByCwkQblzolz2UYpdVA5WUuYsgOevHboBuylqZV+VxWJPnfBFL6RNxjn0OGHNJhh4j3OKaTRIWbTPw+ZVDIzXjM7/App8mQMW28Vs7I63CdKd0gYRa06CQx+9Emx1GX3faEJ/MNdttzOsE5534b3/d5Y3DKreEU/JyOl7A7mBCEcHfjjNdvjvjkyS7f+/YTBu2YcRry+KhPPvdIZx7f2T3g5LjL6bjDIJvzVu+EVpQvFpDPk4BWntHvRIVfqYx4/6B9UA2ICVUE6Ez9wWL2lkUXZ/wI2TiKcoXaok/13hnS94L2NUDW1gq9+sglmIU/yxjXW4NYhkL5avrwJc04XPt1wDJQd+1IaMvA8hy7zMqWVW7SNb1i5FH3+4nFQ5vrZC8t2Z5UllNQAouwWsnSUwPM0+u8temuFEqDKOLDYJ/7sePo9nOqQXwf8jEM+hG/3XvI/XzIeKON18sZ+R2uj6d0BwX/Ohj3CNoZn3yyS3eeMOzOSAOPeRTQCjIenfd5ozvivRuHHM42OXq8wa3+mDDPeL99yO1kzKgTMuzG3Lt1BCk8HvXJI49JEDK4FfFhb5/794ekY492nnIznLAxK7Zyno8DWvOM/ka5hXnJNAatqDj5WrYRFaYTFjEyssDniPo8yoCd8rc+LkR7B4RH+apan0omo7oyU2Xtwg0rg7QrB+oBqTp/SvEO4nJzBnAugj4MuXy+lnQskCbdONczNQhyMUT5LeNfb1h2SXphMR36IEBJu8jNoq/1ZmBQDyT1qcapCE+9i6VPxG2KXevEFSaBrd1yMPtZNYBOiBhwwA4QJtA+aXN/Ui6/JWcjTXg/O+Q46HKjN+FHk11uzCZ4bZ9rm3Ney8f0gzm3OWcvPOeLyRatScr13oQbX43ZPpzxUf6U1qOccRry6XnhqmlHKWns8eVPt/hwc5+BF3E2bfPnR7d5mA4YxnPyDRjFHe5snHE3HlX7bOgT8ETy6tNjY5hm1fg5oZi8J+WftchZ0KHBhAUXAkQkUlvS9USV/HoOuEiYhN4cTMCFXjougMlqKVrRtK4WaxGxcRqYMpj8Nq/r3kWg4jlXn63pRVBO3VFvj4zVqm65LabEaqTlIJOg0zblssmyvsVW6H5xurLXqVbGBOWSr0Ec8Z34oFr5oAOZJjDKKn4Xj+F8HLHJAdcpNiOb0OYhQ063O3i3ckhhuzvne50nZDOPf/7VXbb9KVv+nM0wYRa1+FbrmMmTNm92TulnEWGW0p4l3E7PuLF5Ti/rcL0/hR/Dp5MdumlCO01JPY+Pz/b40Nvng8cH3PVH/Hlym4cnA2ZRQO7BqN3hTn7G3WBUuYj0BI0pltQpJi8YTq9YE2wmrhMNFKyXQa9IbVPnBR1HfuFzkkcr+1DNY8VeawAmKIeCxHAtdjCfl6BITtrWjEB8PxqEav+ybpzVkkR4yYOkLm3h1ihKa3lidZHTCqUtLiY1olga5AI+DfRCQIccvaLb6YrjcLlZbEBjU76LSNCuoGA7cKU+MQh0VdpuUiy/JYAfptdppxk9iijye8Exb/gn/B/nbzKbB2zlc36n9wWP0gHDyYzZecDd3inf7Rzw21sPGRDBFM68Nh/v7/Fo2qfjJXhJscrk3fCIYJJz/2DIB70DBmnEb08f8km6y2eT7WKJXHjA++1DBqdRNbpXgI6oDL6S7YD98rc+sd5+H716yGVJsqAD9Vj7jTLqc0evkrEuTAGYdrWLvi/fTLuFdCyfzau7xbbNtkGXweSzea0byubVZfR9V7k1veQkkkpLJi0stWqtaDEdswpwtwHm1bwKYlXNvBrvfgxxXAEKMtgF0riaAzMK5QGqowFCKpZwAtwh4l0OCI/hR7PrtPsZvTsJxPC72/d5KzjlL0d7/GRerBj5vcEXHEUbtLKcbhST+T6vzc/5D7s/5HZ/DD6chW0+Ptvji8kWnTzBi2AWt3h384jgQc79dMgHrZJ/pSX/SrchgO94B7wfHFaB7ZqJiAY5L9KjrOonu2JO5rzc13wC6hZSUUZ0Pvk2YjBa9LuqV1tKMioeqq2nug1aodqgvsQWqmEUA217Y5UmIuhFByXb5YaW2VnNTxiPBh7SBu23EuubBSj6WVfQml4Y6LDbAjcBDFeafCSXJSSmMrVb0KgjmbXZ3vafDlIV14GAky6FhaBbbvt9lrXZYF64UxPwWvB+fMwwj+i3Yv7Ku8F2MuO7nX0O0g2Oky4fhU95Py0nWTmiB2HEh/E+Pz/aIiBnM455NzmiT0wewimdhctnEEd833/E9/1Hiyj6RSNlktoZGUM6r7wrwqBkwojQxhSDZYF4GQEp38P2rf4dmt/2vnwjDSRSlueOq37XtauMBTmXXU1iV8fYeiygaeqHNb2iJFH+2leYqdUnFBYMEfop0M3qQFz4iVfGdohwk5ArqAtE0eK1QnqeVRq0ntfaIkj5W2LkDynAygzYn7a55c+LIPpSuLzRHbGVzfmP9n7Inx2+SRZ7vJ0cE00DZt0WH3We8n73sObSGcQRH6b7/Px0i2Cas3ke8855sZFXfg1Oo3J1zR4MJhHf5xHfDx9Vbigh7Z8QzQiI4kpJFxLrtAtgQF34W1Ag1Db57QZfdrWLGLe0YUFIK6xyzxX/Zl2tetn0Un9oRKNJu16aBL40wGqIQtLPFpRoLUv2UdDlu+Z6Rv045QvohblXXPt06P9Q/4B29YoFxHKtrRNQX5PtAh1C8t3mVOhVBvMJ1QDsUvTvjKKygIgTWrRIaAHDMYxoscWEXz874P3WIfcnQ8ZBm/fzQ+52RgxOovqDy9E+SCM+mj8lzgN6s2Rhqp21W/TLANHFy+iI5ZRq9oRUR9SXs0C2aBZtRyav7n/ZsEssHqvceXaSW+uTNMcCgra6r8vrZ1mXmVzPVZr9fsKALeOx4F6nawuJBSM6v7WKSJqQNqvqPLG5b5+vycUw1/SSk/gZ1YCNxEKRVfF7UC0GkKza2i2Aw/Iz7cLUIEOvyJUxn1IHKprHRape4WunFNaQHQpX88l5i+1WUiwHobBQ9L2I2+0xf+B9yv1kyHjWpp9H3I1HBdigem+eFA8adCM+mj0lPgnokXAKjGOI91t0ieB6+XCxEGVUTElHXWoGXlo4xIArwMslZ7WRSXsPtAskYFlmuurRniuofwv9nSxZ5UIsWfrkGu0xgWK8yOqlWhCIbry4OZo0QB0DojUn0fy0Bucyter8GqlZa4gMPMvY7GmbK+iFLZk9otnSgfltXSnW0qGFmPzfYLFqrAZGZMJrP5+OhZE9PuRZEcU8ETfXKXVE7DPiC/YIgB4JT2hxTos3OeYTYPc4ol/Gg8wotIxDqm/WphhPMhG2GPEJe/hlfXNaZPMWH3JMKkyBSmBuTuonHHthsRGa7Y+YAotoRqUF5ay8f1b+rYrp0FqXFt7yLYTp6cmlj6wTAKStG9oHa8dAVrZN6hWGquMzJBZFt9kybRcz0fPPtfRcz39Js/PNgjIXrVrFcgXL5JpeBvKoI2EKC0e7HNBpVt8zIigHll8OyJSCP3kSPJDVBZkol3ZFLtQtGVIX1K2zsohF5Iv1tMpYLObgiJ+zR3QKAQnecbGd+PscM70PUyJ2OKBPBVwE4GxR38MiAm4y4q/ZYwJ4JCS0mNPibY5JD1icxpvOy34p+8vX/ZFWJ/SmcRXcHlCd/j6hks/iFbBGgZpgZ1nYy39RwLRCr60cVsGy2wRIHZj0CYWCKve61APuhUIpOKfayUxuSOcK4tQAQkgaLkxUM7mQqrOENDKTzrMmHc2sdXyB1bisNeUS9MJ2JD1T1xpQ6GuX1cOlBVst2/Vx9XkHLkuHTGxxP0h7rBYhArMCDRF77PMlQ07ocJ2ImxwTE3FCHRjqM0s06g7Vf4h4nX0+Y8iIDh0i3uUYiBiZvtD9JQAijOvPkbzyDhZ0oOpY5TbRwlfG9WXoFyVQdRtc492aVS1Zt6QrzWX5kLQml6arjNRty63pFacOC+Dhles0JVBUFPmFBqsmW0C1m6kIXBfvtjFIEjypV9JCXSm1ZyDp+S7HxQyoZElAxNvs84AhKR1CIu5xTETEDykCT6Ue4YsDqnOT9JwpLBERb7HPfYac0+EGEd/imE2iYs7ag+OCyjrEvAQffvmsuJKdwtOvwYKvSh+LDLVhNHquSR+LrNUKkyvOS/pXeLO1uusy5WvUvt0E97lTWrld4k0CElA3A6ozVWz6ZbQdqLRql0bXVNYKCL2kUeoRoXFZn3RJLwx0rIrpwPxeZenQIET+d6msFdJPMggEVMjvavLVEbt+VhmAXlvqrAdPRMQuB/jlPa2Nz1W98s5icpPJpEFH0Q8RNzlYjAUBaS4rg65T2qiBrQYSki6xKnrcSL9MVJ1WI9CWCP09NE+1k1fAkF5tJH3umrB2Xkjb5qqc9ippS432YQtpza6tfjdZMfS1zmfT7O8mMOGaz5dxuazpJaZc/RbtM6sAx8LKoDcQyyAr7weKSVvgLOBA+Jeei9piJ/eF38lvUVy1sixWRah4o2j9BSiJeKPkNyJgJdhfDk8TvqItxFC4aCQAHWT+RrxXrg60YByVT9xRoBZU+NV5NBJPp1d4Cl+1MXt2TmmeKGW1Ui8gT7usrFyWPBqsuM4Ct3wyoABm1pig6w/V/1pFFpGI2cuiFMvYXABCo52mRtjn64Goo2mb6CoaaEkvBHTIhn4uYWaZu0tb1ajR9jFUe0SEKq/8FmuHlNU7yjVZrqQ+HTZhB4+0Vw80MZHK3kHaBCfjSPsf2yZP6Phtv6/OE5i8ON7FJWh1P2vGpvNqd6EleV9Nuh79zraczSfp2qLgAvf2ty3bdF+XvQhs2Dbae0JNgMTec9EabLyC5FFNVmEAMxabfXl++V1FQ42L9MVmYGGVJooDVIcZSiC8nhta8RQrsQX/QqG5r3nHjMJCUQGOwnIwA/YoXL8TKku9tO+krEcfnKaXsUscocTO6TnsAk5acZYjK4aUQfpUcWda2EvZAVWMqdTpCgi1PEm7cKU/NDiz1giXBUTLd+3SsTJfyzLNj2OW+Y+nzcf6g2nNTR5urGaLh1lBqAWTBg+asblMuzKu7YtJO2zg6TPQCwEd2ooEy1YOfW3732rENo4mpYqR0Nvb2mttbrOCTYNDqFs3xDqhQaYg75AqQlzq3FT5pL0d6paOgIIRtFlui7TdglK5r7UAl69Rj6m2Kifvp/2WGqjZQFLdJr2ZThMQ0e1x1aNBoDzPBT61dpJSb5t+tgaFmqnoCX4R2LDgx9aBye+qw6a7yHVv7XZ5xUj8lerEr8VBbiLxVHBdBgRBgVei+XIwt44jE+uF5gUS3K3nruaJYgWQ+Adpil6hppfPnrEci75f/g4oLBwBy5tkCgDJKGI6tGtF2ieumJC6FUZ2/gxUGR1ncaLyal4qadpV7Kt0qPiI7jOpW/NDzWdE7ur8WjYLr9AWWqlDeK/O71LqhFeJqy3NqryLjcF0pVAJf2tyOaPodFeUvzbtpI770ijJl5k8TYxaB+3ol9LCwz7nAnphO5JabTZTaS5TmQVkQlJWfrvMeE2/db9ZQaXbaNG0/rZ6oFuB5hJ6cs8lOF1ttG4Ol+XHggJ5N00aCNnnyHtfhZryXyb9Kq6IVflX0WUtDKvyue5ZwNJU70XPveg5a3rJqU0FOCgAxyKGQ6uz5T2fwp2grddaudJKieznIBRTuVxEObWrKsVdqkGJtdxKnbJ8FioQr92jOt5OAsDtfNFbjYslWNyfolil1BUmqzRLmpUDsSorfWSDOrWSlLK8KsTF61wKhNzX8l3eGer12ZibgHq4hX4HkRGyfNrP6uXqP0qSgSAdqhmDspDVhL5unDRAX0uatny4LBy6LS5QAvWPscq8ewG9UNAhJAIxY7n9GoxA9a568uoBpk1euv/1APTVHywDNm1ak2e6QITrGnNP57GuEBx16Hb4Jo+kC0+zpsKrateS3gTULNhxlbmMwNRt1ZPbBYA0cJf6m8pYC4XL2uBKF7IAwgVEmr7NqnpsG1bRGnC8gpRT+RbS6vyUxbdUHz2Pl5dTQ31BgJYl2sKhBaxesQKVUBQXhNQzp+I1M5NX3BgypgW4aB4q8WKxIx9U1gdpr1gYxIoi7ynWYf3ejqNkakHteimr1GkXTUj75V215dP2qZ6X+r1F/lq5qt3zUPGegDrvwZST/3q1nM3glY1q60BavSLFkr0nL6GtaVAXhHq5k0tzX0UWscqLyHM1UNEf6xnohcV0QDNDzhz3tTByCVg7KK1gtyBBBplLwGoSC4eeUJLmepZLsFotX4MJnc++r0vA6mv5n5r0pjGnJ5bLutZkCbHt1+PT1mvrvAjA2DmFya8tTavGxUXkekdX+cuCABfAWXW9qv7LvsOaXiJSTN/Tg1gN1Gm8rFTKGN6kzsPLqqBMtxsUilCzSqm2WOjgcBHGARU+kiYGVDEjYvWQIFQNPHwql4jmlSJztFsHVQdUbhQNoqRuK7MEUAVUFhKxKsg9Ub4139WuFx2DErO8sqaJNE+3MsTFb5rc3Kg2uKzROsGnHDMuRq0bAPWX0KZ2qVMHAdrAUd9xzzJqF0k+3QGXKXdJei7Q4XnePwT+XYpX/wz4T/M8P1ldqiArRJr8+fqekMu9oi0aTVqpi7lbk5u1emiQI/e09UsDTtFU9AQPqZsfA1O+q/LZwFdtPdOBUi7Ll44HaeMeI3qMW0uFBWS6H20fugCG/iYajOnn2W9kLUOY/HreadDi+u0CohZkNP3WafraVYfO58praQ0yXm56Hh5WCwibQRpTuFdgsZJlM6zvUkpWyQoRrKGp0mrh2hJiBbnEgui9mQREaAGvedKIas7KMlqZm6H5reMiUqrtAk4oAk81INCWEyE5x0mCPyUew6fa7AsqZUaO+xArxzlV7Im8izxzR/WBlh8CtKSv7I7iGlRl5r/0t0veaL6GSZM+CFT5VDKoD7DgB01Bc7riDm6SD+dToU79kaEekGj9QtIBNo4EdW3Rlb2Oad6w7AJ6XuvunwLfzfP8I+AnwD+4TCE5pNEGLorA1ALLV3m0UA1VXi2cA5PmEqSh+rMrXXyW26UBgKvNvuN+25TVFhNrddH1u9qr+8I3z7P5QpPP1R8+y/1l+9x35He1w97H5Gt6H0w6jvp0XavIdd8qERY0WMDhyud6tn0nW872j77v4i2sSF/TN0LPxMM/MdzBAAAgAElEQVRqPvJScgrgIIAghF6ptmcULhjZGRjcWrQ1mOhrF9/Rmr3UKTEUAkZcsX7abWNeYUl50PJJglSFJFjUth3VDummQ6pYCb3xqLbiyHvL7zPqYEBbgHR7RSakjjpszIi0SUjzat1+XU7mp8gbfU9Amcursfi2qlM931jGXOhG+7ZcjMMKeZ9qxYm8oKxMkOuuyqu1ev0yct8FgPQL2YF0RXou0JHn+T/N8zwpL/8F8PqlypX/9fuuAksXASmXu2pVmtUkYFlwuvr+Ig23SXBoYSr5XGPpsh/jMmWahNtlnrEWgGv6VaFn5WGiQeaygYwsjwsKi0eqfA0+dZAhVj9tKYVKGIvMsQJS8gjf1Pvx+BRyxqceX2Gfo3cnteDbavjaeqpXj0jshLy6vFtXlZNlufK+UoecBi3H0ftUlhfNm/RvvQJHW0LlWXqFoACOLvU9iVYpOxIX08bNmy3PtG2R/7Ejz9LSQ6v96U4PVB4x/TSRNivZoCHdcG1KF7OPNl9pN4r2Z9lnW+AhdBkflqGvM6bjPwP+h6abnuf9IfCHUKz6aRJsrmBSVx6hQKW5tFRf3bMaN7i1dBtboP90VDhUSL5t6pJ8Yr4UE6mUcVlndPutq8UFdLXvUcp7PgRZlaaDwHyVXwcia5eHC0DZ38K0dF5nEJVKa9ICmvpdg3Gdz343qx1ast/W3tN1rsq3al41MSdXXVe9v6ZvlBp5mOZfb3jmpkyAtDq4TR/65oXgx8urDLW5XiudMt/1TshagIvGr+fgJoVAn5t0IR0jsUqh0kGesiO3uEHEgq+Fs/A5HffoAi+6HbKjqGykqHk4VJYawXKU+WSFiq/SI/Nbu1JWKYGWLE/TeWXflVwJHs8yqJIm1HcyX1i/9C6VOoZA+6c0OpW6XduawvJLClCQDtDrf3VgKNQjjzXyQv3W7hp5dkTluxPSA/aSdCHo8DzvnwG3HLf+KM/zf1zm+SOKI1X++6Z68jz/Y+CPAe54Xm6DdqXNFwUZ6u+i0/SEFKVDm80E6Ol+txHYAgjteNLns8j3FEEk8RPyXWwwkXa3aFNl2/y26/Jt8JRmZHpg6vfzygpCZcaVCX9RwKeMV+0S0nnsb6uV2NgmG3xrQaF1paxiFBZcaJOu1V5c72bbatPts+24tEy6iWE3tX0VPZepcU2Xoq+Dh2n+9VuelwuT97RfOyi3NxfmUgIOKP4vxkIK7XLS6cPe9FzUu+vagM2AimdAdVCj8CDNE2Lqh05rgS0Kk55TqPsSYyG8S3jK4sBLlSZt1AGyWtZlFNYNuQ4owIcEfVrrv+A4e86S5l+aZ+olszYGQ/pA3rHtq28RFIDQCyFIqw3bFhu9KYHgmUCbdFJf1qvPgqHst3xc1rFRJnaod4wgK73ZnFQSUj9Yy6Wp6c62JizLtLRg6pr7Mhi0lqeFsnTyubpvtfNL0oWgI8/zv7Pqvud5/wnwB8DfzvM8X5VXk2a2Kc3Mt+meNrNpbV8DEf2dtJlRC0BrobDCVvsJZVxYkJKafKjfPnWAIQxjMQFUPtGIoC6w5d6iXVn17p5fgAwBHNIAPQa0JUS7DbUlSFOTUJXfLmC4qrzOp7+VNU/qtNTkX/WMy7TBApwmoHBZEGDzNVlRLip3Uf41PT/9onhY7ehYmZ/CuLUZoMEELQJOiutxHlMfo3oTLNQ9e7inlhUitK1VUpe3e1BpcKLjJnQcia7TbEmy9Jr6WnfRTKUJoBK57FpirHm2VWagsprolTFWYZBPc56VMldrmCUz9LKCB+cupuOvvFyk6f5YgBb9EbTw0H4raaS8pE2zQMLFxLTlwu6WqD+ALiMfWJvj9TP0YBHSp+Fq89gl6HlXr/zbwH8O/G6e55c+3Fask/ajrQIf1sxux4T+LvpbWE1YgwFpg81n3RdWK0eVtaR5TWDKrdKQxYpho9xraSUDa9SsyweJi0UDMP2umgda0GyZk67aFfxmLSgaxLvAsv3Geh663GbWlWjbaN9Nk+ub2fu2ble7mua6zWt/u/Kuaseavnl6Jh6mGYglbZZ2HdSl1HDPhzRrXmmmeZ2dSxoUiPCXJum9L+z8kv96RR2q3IC6m0M/w4YRWAAkWr9WqKC+g6juAt1eedaM4lA3eX5Atd255cWaj6WqDm29kbx69U9U/nVj6PlKYStJu8YWZDVQdU8uJYtVQJfcD4H500E82iWihbmLcVphLw2w4EJZ3hb5dONdjF8PKP0eLh+UBBhdkp43puO/o5haf+p5HsC/yPP8719USFavNJEdlDrNWjSE9ASVCGnNG6zwt2DEAN6luuVPmzBlgtmBJmk6eluPWdkGHZTLxyDN9hwCn2InOxNs5JUdEpb3PI1yyv++i5Opd9RAwU5m2wcaLOhyum9WxXRIPl2X/Qa6rAUgFwlu11hyaVz2W7vKXhYAXFRuVZsv0941fWN0dR6WUwcXOjhQSJi23pBCB20AaVwXlFDNJQsYoDqQcQe3m17CBfRR7QIONA/aUs+yVkvZl0OCM8VtA/U2arettVpIvg0Wh/Au+IZ1iev5qFey+FSW5U3qMlB4kX5W2/y321foLdU1z4qz0sVdCs1A/PAxeJZB6e8bllYMJZi0/HfOZw0wNEPVgSoaWVpA4dJcY/Pbp75Lmv7AYnVZFfwp6R3zLP3hXEGKV6DnAh15nr/7rGW1OVELIg3oNMDQgxz1WwsoPRFl0MqEk9gJDQjkG2ormxXGqbovfwYDLCahPFPzFv0MrTVoIe/pGVg+PBCrhS3g6iBXpdTHlbVIuCK69ftosiDdAr5VQM03+VyxHbpe+4q2DRYgutIx95ssUpapN7VLX9t8TeVcz2uiNeB4cfRMPMwOaj1ItL9Ef3RBAmGVR/iEb7JJnIOQCHar2GpFTFweWg5IPIQOKrfLPnUMI1S8TJquT7y18R9Sjxbo2gKvywTUY1JC4JQ6ANLLZoUy6u4SIctLrVdA+LGQT52/6HevhVjELFzcnjB72yDN3MpKnducS6V6fGg/lWjImrQ5RipzMVL9IBcoslYSjeYsoMGkWYZvSQaMxKdYgXABvRB+p90rTf2HuWetQDjy6fwX9Zstq/Padq3602BEy32XEHdZWmoPbWqU6yV85XZxkL3nei9LVrC6AMiq/JchF2C4ah3PSk0AxFIT4LlqOSm7Bhy/xCQSepP6EgitzVjT3YzFwV9QV261e6LMWtst1MqRgLo1QivMYnmQMaYFsZ7fUqd9BlSu+wn14HBdr8viTlnGJW9FAdsw5WR+asuKBk9Ql4uuBR26bZrniTWpSZmQvpdrzy/cK/mcylyjC+gHOsjJm/WHtmYha5m2O5rZQDjdniahrz+MfY50RpPLAJNP2quXAOsB/E3FdDwPXYaR60FiXS62r7S1w4IBVJoVpjodk/+iWCJdl2uflF+0EF3Tmtb0AklvTNEUAGiDBEvAYckKP6jvg6FXxWlr4Yg6n1EhIwuFWpqlfwu4WaX8QgV4XFZe65qB+h5VQsJLXSES8lt7BKA6dM4+z+Uh0DswCy+3cXVCF/H0mGJ1S410zIKYzHWD1DcOYLFMthYrskoYNIEGvezVmuNXkQYn+ph6fV9/EG32kbw6ZsCSrM+Wdl3R0vHCzl6x0dqarMldkysWBuoTSr61BovWveKyPqDK6XpdLhVdj7Z66OfJAPSzatmZfqaPim52DQy5Zx+uEZbMbouossInKcvAbFFxWVnLg8vC0WRNdjVJ57PWDPmtgaHVmqSsqz6pwwJIWG4zjny2jEvrWVWHfQ9dh0133V+Vb02vGGlGYQMV5Fqf0iaTJIAgKE6cRRXXu4TK/5T6gWdSrXhqoIp7kEf4VBYGX5WV+aj32IC6GweKudihADx2ma1rDuiTXYVNyTH3EpQqLiM9l+x7hua+DUYVXjtT9+V9pH0uGanntvAV6x4SknakWcG3JdA3CFRh8WVRWkGodhkVPptnxtJht12Vh7uYi5DtiKb79mWtz84yKx1NbH1MLqEmJOXk/iaVv05vU3sJemGWDmg2LVurhivNCiUr0OR7+qYc6h4mr1y7LE46j7WMaFyg2+GXhYNsWVj7qEN/7ANWNVjfcyEGn6WOde3voXjg4lq/T5MwtQBDHuvaFM+Fo+x8CMw9m8e2wWW9knQ7B11Yzt6T37Dc1qY6mtp20b0mWoOQV4w8mieIBhx6ghmmopNFmNpASsszUtx8MDD1+dSxjhbGVuBKAKqkSblI5ddWBb0vhdSxYdKssSdQeTFlz6nv0eHiJSLr9A6juh4tCzWwcMkI23Z9D/WuYo0KpPImUxAFyJDPDbDp0mZc1hPLWEQTTB1lpGPF1OX68LZ9ro637VgVVKrJJYylrXKwziXphbpX9ATSQaN2Atm5a7/HZYSVPMeOh1Vg05a3ghqq5al29YadGPqelLuQZMB/TdTEuNa0pjVdgTzq0lfILkOxQXYKDWjhOGHZ2q2toVBYHrT1o4kt6PgPKWuXtloAosnuYKzzCZ/VcsryQzngDQpBrFfOoNLtIXQuHqnfQYMlzWstQNFuFU0uhUL/FpeIWCvkuQurhdXOGiil2AckpJALgY1/uIifu9CmkN4W1tZlO7DtuGc7xyqzWpCuek8rpL/J1SvPSlZRcIGFVfeaEKoFlk2atwtEWs0Wc19bTu230nk8H3xt2fCVVcNYPJYa5JwN5p7+4NZc51LfUeVU1q8jBsUFHC9bxvUsq9V9ndRkUHLRs1oengXEra0cvyQky0cs6bmqr7NFiAewzNO0xUArCmJRda1kmbCsUFjtXsa/dl8IG4nKOgaqydIOvc2DyzIoVnapX173nPoupbqci5fOqbtC7PyQ99b9pQ+es8+w1/oz6HZEWRHLod0k2lq9SKD+MMkvS40tHvAnatfaVQ1s0nytgF/1cvLbpVVm5r9Od31Qh3V8Ubdrm+srMLKXIpB0lcBqEkCu/BY568mlZbIecBKUK8+xAVCSppfE+lTb5hJCOFdjIyj3ISnRLkGFlNslowl89VBXo1APs2Y4zUV0MIStxxWs5oiYd2EWV1P0bwvamoCaZSiakeh67PNcoETPCxdAbAKCOn3Vb/3fBUibrOm2bZYumotra9MrSmJP16YBuyc21KMfJWleF06Wv+mdsvWGlb4qI0ZQna881NY5n7TiKyBAswg520T4n2vlpraqSxvlADedR46Vl9eWOqR7NCiRduiNxVzxebqPxICkrco23lLv+qzLyZYYCyBWuyj+eVRn6IB5uDQ+rvi6rMZsZ/V+X/yWjtKkD+XSjMwGnVgGav/Lx5aB1GTWEqTqYoBNpOvWaXqQXVbbdLzGK0UXKfUXkUuAua71s/Rvl2tkUbZs2KIeYycNapnVb/sgl2RzvehlJZ3vFtguENFQ3AkQbDlbr31V1yusAjCrnrWKLlIGmvI9z1i6Spmmz7mmV4Bylpmv7Kblq3TRaKjy5fM6eEDdlhWJUo3dIVsepc9lEaGuAb2dM3rO23F3zrL2r9mRVWpd80oOcLOySOcXEKB1KdtGaZsGJBL46ooZ0QqM1GfBjOcXCqLn199dfudl0OjKuWgFN2q3Um1BVjz+QpkuIMHG/ugKXMGF+r69p7c9dwEBHXhoZY2trylo0kVXZGa/MnzPyP4rCYlGKj/WpeIz1rSmNf3ykEYDenWZqOF6P+4yfz6pFj8smeHVdcayNi9yQYeNuEgLVZfCbDfa0qtK9L4eFhjJ87VlWLYtD0x+AQ56+3J5FqqMyEkroG1XusCSXfGm2yp9HLFMS8dN6HS/fi1/C2tVWoINtUqFoOGcFvO8xV4frrzSWbqDrPalSTpQm68smhJKzT1XII1cp6acdQnq33YQXsHa8ULEpZijrOYN9fdbleYil/FgFTVp4BoMWovWpRrSQJcqclEHSLpVYSyCXfGwVf3i0oqualVY05p+qUmOhNOSU65F0snEKZl3HlfeGCmmFVwRsFLE8nRfpVsZIIJbb76lVz/65r4841zVJbs3C2ng42I/tn0in/ReGwH1OI+MImZE8xX5P1dtk7LaomHJJQet1QNgmpXLk4NlwOE1CRgrQNR9KbNoU1rFdbj2X1mqd5UQiCl8UzPq5iwhaYdGXLqT9PvY5TtNCE2TXU/tGoiWHHEuF9FLsXpFfmsTIRekof5fZvVKYP6kXusGaLJq1caLRUsBi2Wxku5jTn4NqiDTGprR6EY4kZb0joG/1DgXh9L/TVaXi27VIyxZIN3UjKYy9lvIfRuzJPVr/u3iBZp5aWpKpyHdpW011WnTXL+b6ra0Bm2vGMlGQ8LcRfO0/oUzFtJYxrY+G0RkhyiVAhREXmhlE3OvTWWZt/NRr4SRevWBuHrfDMr/2jATUAVn2j2LNJgRACXPDM1vCUCdUWx3Lkfb2w3E9FyU+b44k0q9j423cy3kkK7XgbYBBfBIgZ5+aKwsGZJR/suLaCYiHaX6sW2AhlP2SsdJedeKFmtempk8Gh1CtZJFt1cLNm2SkjQtKFFlod7ZOt1e29/6+Zekl84x4GqQK60J6a4qY/O7QK3LaKDHnS+ZTMYFyFAA40Jp0iQN9X1rLpN0K32thF3xbNf7XdR3l6h2qZ41remXksRUK6hACylJLxGBaMASN2Cns3Yv6Omrl76KgBfSclMLOZeu4bN8jovenkDSdF16UYLVj+RPAISky7NEploFTx9CKnLTtaBC7zgu93Q7xSJj8YGL9+jPsehHHUypY25c5OK9Ks0qcQsZgAKLGlhcRC7mqTtREJzedE4erD+oyxRlrToW8Oh89k+34yptb6CXDnT80pGR8LXD3cCNcqD5y1xFqjeBlivSKsDR1JyrpFuwvaY1vfSkz6AQ0rEcsoc5xbjWu1TKya8hxTbmKXW3hA6GdE1f0bKhYh26KdrirXcSnVEX6gIsXCseV81FsYJY9tJUjwYGli7LzrQRQK51YKqkaRlpcaD0VTqvdhOtNUJbHJo0+/K3Bmj6P0G5yzR1MLVErvrtEh2bpq8j6nEgq8yvct29IJ+2bliQYTdw0Qj3ClYOeIHuFWsStEBN34P6+9vI50z9b9LgtSHAni6MyW9BpAWJSx8qMGDCLmjXeV2mLZvHlWbNX6tI2mA6Ss8lGSu2r5be1dF0fU9rQ651/BZHWXOwS2OxpNOtNmefoZ/lMhpdZBBqMj5dlO8qTPt5mO+aXgLKqW8bKoGAqOtysgjQyLNq50pZdi/ni+hv37Sxo2ueXFZ5FsOLlqmaPbjmSuxI65Rt1gDAzktt1bfvNaPaGt1lYGjSj+zcEG+F3LMs0Z4wq8vpNgdxCQZtILBlgg2811qL5NlQuZb82NR/WbJCblU+vaWsZbCWApaXD9n79vlCsu35Zdq1gl7oNuhCqyZSU5oGgr75L3ku89yL0hvrW/UAK92tlLPXOi0z6fp5tjE2wMVK4Cak1vAKGjcFJt21PE2X0UyqNrHL/xqQ6DgNGv6vwmYuwNEEPuy72Hu2vqZ7Td1qr5/FQLUGHK8YiXtFr2mVSaD9F0JpJQt6fuFuEcChAzZRVenfYgm5LG+UPxHMAhS0oBZFv2kViJ1X8iwb3KnnrFak5ayyLsWSWnmW3k8Ddb1h6rekWV5groXFaouH5LGKjJ1rng9p2YigYzK5XjKgEL5ztzKSl3V5HQjKTk7jMp/4nuw2qrpxFhG68ghqc60u0bvNiZlLH5Aj+TVacnVQU7BeRH3DlWdgXi9sR1JYNsu5LB4uk90qhK/71lqBApXmkvly7Vobr9u7NCNdKvSqh9h6Lpt22Q9sX6JMky3bmwJJL0tNoMxioosMPU11W1Bz1fa5yPWJVrVh1fWqZ1xU11Xvr+klJXGl+NQPToGa2U+E0AKQZ1Xxpq0UtCVAW2X1WHFto+CyFGrLhJB132jl2MoyrUjYduu5KnuF6O1KxJoj72R5hJ7XLi9C0wIM4QkW8Nh9tSxZg4Ve6upDBSLl4U2aRlCtWLEYYqFczatrX15I+LIOytH/bUNdB1q5yDJc6UwJDJL3aVP34+mytkOX/EYNbWwyT6+gZzSQPD+5tEMro/W9i+r5RTPvpfrX0mJNa/rVJNkczO4PDnXGlS7vByEYxeogVmjZdAs4NM8MzW/R/s9YJqsn6efp+A/dPh24CctKi+tPyIIaua/7wCrhtrwGR01tkLz62v6WfTf00fOe6yNIx7hiG4TC5v2ZfNdvEeSybawml+VjleCzbbZammsrVgEf5+WfbYN85Mu4CsSa0hR3cgG9UEuHNZFZNCyktV0X8pYxYidM02DWVixUXv08TUsT31aqH2gbq60OWh1xjkzz0KaBpxvvemldZ4NbxU7MVc3RDNEyqstSk9KgGcVF5mP7DVfRs1onroolLwuOn+cZa3rJyKPafUovT7Tmi/JADs8vzvYQ4wgqa1M8W5PbXcevoX4L20lZZj9QGWWaWFDTiQsCZHTgqo33kDgVXadgsTaVRd5uPZFSxV/Is+UwODvPtXVGyw0pZ3f/1rQk0wOK4+qV8Mgo3CBtn/oObCl18w1U650D8GIIlVVZn90iVUkj2uK+yaiO15VOdvmWpLN1x7oAh4uhiH9L16vzyoYpQm0KH5d0sCwFR5XVJPe6DfdX0EsR0/GiyGVqt2lNMaFL0FvTRVLdlU8PvqY6XcEUF5GeoZfI2mTxa0pb05p+5WgV6jbSeJU7xQWy9X+XPHEtVrAmfstW7Lbp+nka9Ig7w3qP9X4grlNdNfDW20fo52j2psvLHh76fe27yD2oxzGi7kk+LfTl9xL79U1he183XBrpOlVYWUw06Wv5/gHFihnPriAR5GQ7Te5dpGW54g+EtH/qMqBAr2veogokWhXdbE8evAS9FO4VIWuCs3LbVeaqmmZTHU31i2mv1gb90CZrh6vRNn9TA5usF6vK2Ua76m249XXRKuPMVfNeBrOtcsvp9BXdsZJWlbvoU1w0Xi/zrDW9xCRMXCwcVpoaYea4tUjXbENbua2A1ZYIPb50XIXd1lwHWuoy2qIi7bDWFalP8tux65KH8mzXHlhNVpQJdeXOnoGm31srRb5J98uKPeX60AAgtwK6fNjS3EtVvIegLQlaschLuyMck75rk2zwp7TJJdibBo29du2NL2WbAIFFwTaGY0K1J4hdfXNZOdRAa163pjWtaU1XJcukV2ikvsmus+qYQlGCXSssl4SreVyTK8Y2TQtwcZu45ElA4VVwWSes4Jff0j5XzEnTdVelWQuIbZNrLxJ5dkZzfIZv75lYDbnnY9K0r0oapXeftR1skZBLMIvlQHeqjRGwZV1bogtdpBnp/zaP9ae58gYUAMSV9xnppdinQ97fRU33Vr27RcCSpseEjhLX+TwfQmUS0z7DRZtFJUkdFWuEqbmEHGWsG9jUWN1gHPc0SrazftWADwsfZJAtA+HUUYV9nPx2BXHpNL2aalU9lpE2IWBrwrUaU9OzXBqY7WpXHhrKXZRv1bWmZ7W8rOklIjuQtCDRQMSY5LU1wWXElAUUVkEVGainvp5zwm5ETtr9c3RTdfyr8DU7DyUWQ35LGyQsQdosbZHrCfWNPnVdsiwWVU5A1qS8rwGGi89Inbq8kzosNmirHUGvv5E6596Th+hOE5qbl5qrPHrPes1gysZ7fvnNdSdJYOcZxcYlgSqvX9IyPdfLaveJ5NHvqBm93Y5BAJD9yDYw2gJsbVl5Bsa1tnSsaU1rWtOzkJjaM9xrW0uBp4W+BrvataGtIRowW+AAzZhG1+ECLUK2jD4+3sjMWlkrXzR48qkfjirvp48HsYqAlqURlREBVUaeI9YKbbGwMrqW2bV+1gJFV8yESxOSP0F0VtETQGJ9ROqlg061U2mt0ZFphyV5lmw+d5GQb4rx0Jq2ThOyVh0LNHQZ+bgyUOy27BfQc4EOz/P+K8/z/srzvB94nvdPPc+7/Tz1vRR0VeRmB6vr/kV1Po/qayfNJUgbZlZVeZX6mupoMgevep6tr8mq4NJ+XOmXfc8mK8dFafb+2srx6tAz8zAxF6RUqxlgyeSeZ8sgwSXXXEGmrnGhLQha/mkA0iRj4eobSuo6LHBwgRDX/BAZrOvTf2JxCShkqzxLW/Q12LC/BdgtyAp/3RCbT8xKLkblMl/al9cnwspHEUuGNeG6FgJIB1jhLmnWOuFqW9OHtKBC511lOXH1g32etF8G1BVWrzyvpeMf5nn+UZ7n3wP+CfBfPGd9Lx3pb+P55W/XYBRywu8GcpnQLkNNUtmlJqxpTWtaRVfnYTmVUNDHgVvGbsgerwDL1gtMOtRlaGzSJG+Ttdumi8vEBbilfi1jtOB3xcquAiKu+7651kd6QOVqsZQ64jA8ZU3wMYGiguSsn8kK3YuEpe2MppfLyvNcbMdq0ONaoSJ1WbPRKiBxkWazKlZBo067X/wq7UxbN+QvNH+XpOeK6cjzfKQuNymm4y+cNKoXtH8FoPWL9ymtsnpchtZOrzWt6RuhZ+JhHhXgsD4TWNJcAyphL9cixO1iBj31bQyHVn4lX0xdruqy+ll6SxFY3jJctmUYqGfoc0RgObhThw7oVZ8iz+VMvIv29QmoFknY+jWlcelmsTt6os6+kkYJerKVosrKtVg7dAfZh8u3zlQ+AzI9vfGX3b9C2ubad14+knzMjrmvP75LwdWgyPaNHixydkrgKOuSTdZXt2qLiCvQcweSep73XwP/MXAK/P6z1mMHseveZeqwJsZVpF1zen33qrxLD3wWWlVuFcK15jlXXhdyvSQiW9WsJm0qc9xvIpcZedVzLkNXwWergPyqtIsUi6uMtTW9fPRMPMwlITVCECFCXb7p8a3jyl3zQlebUVkFXNb6pnkjgMM2WeoRWeva/+OiLRiajAU+9V1MRRY2WWPs7qRQuFk2Vf26XXlcCvgmRmRjNvTe7jjuayDRZNLRwsK+tDxbXlJQFFSbdEnbJAi1Sdj7LCNR/Rz5mHYHUcl/ETPSwA7XvnEAACAASURBVKMpDkOvBNDX+jnPEUjq5flqYO953j8Dbjlu/VGe5/9Y5fsHQDfP8/+yoZ4/BP6wvPwu8K+v3tyvla4DB+s2rNvwErXhvTzPBy+4Db909HXwsDX/Wrdh3YYL6VL860LQcVnyPO9N4E/yPP/uJfL+RZ7nv/W1PPgZad2GdRvWbViTpsvysJfhO63bsG7Dq9qG5129ck9d/j3gk+epb01rWtOavkla87A1rembpeeN6fhvPM97j8Lr8wXw95+/SWta05rW9I3RmoetaU3fID3v6pX/4BmL/vHzPPdronUbClq3oaB1G34F6Rl52MvwndZtKGjdhoJemTZ8bTEda1rTmta0pjWtaU2raL2Sb01r+v/Ze/M4S7KrvvN73/4yXy61ZFf1Ut1SS92SupBsCSHLgNkMhpGxzdjDjGxmBo+xsbExGHv42JaXAQaP1wFjjxmwB7PY2IAHbAyyDQiQLI0tJDVaUHW31CV1d1XXnvvLfPlevHhx54+Ik3Hi5H1LVmVXVok4n8/7vIgbd4sbEff87tluSSWVVFJJd4WODXTcCyHUnXN/3zn3XNaPf+ucWz6GPny9c+6Ccy5xzt0162Pn3Nc45z7lnLvonPsrd6td04d/7py76Zw7FvdD59w559yvO+eezZ7Btx9DH1rOuQ855z6e9eG773YfSjo8lfPXfh+OZf7K2j7WOey456+sD/ffHOa9P5YfsKiOvw34oWPow+8Datnx3wX+7jH04Q3A64D3Am+9S21Wgc8Aj5OGivk48NQx3PuXAG8BPnm3287afxB4S3a8AHz6bo8DaXzLTnZcB34DePtxjEf5O9RzK+cvfzzzV9busc9hxz1/ZX247+awY5N0+GMKoW768Mve+zg7/SDwyDH04Vnv/afucrNvAy567z/rvY+AnwL+0F3uA977/wys3+12VfvXvPe/mR13gWeBh+9yH7z3fic7lV0MSkOre5zK+Wu/D8cxf8E9MIcd9/yV9eG+m8OO1abDOfe3nHOXgW/g+DeL+xPAfzzmPtwtehi4rM5f5i6/qPcaOedeBbyZFKXf7barzrmPATeBX/He3/U+lHR4KuevY6VyDjN0v8xhryjocM69xzn3ycDvDwF47/+a9/4c8JPAtx5HH7I8fw2Is34cSx/uMrlA2m/b1bVzrgP8LPAXzAr2rpD3fuTTXU4fAd7mnJsa1bekV57K+Wv2PhwDlXOYovtpDrvjDd+mdOQrZ8z6r4B3A8F9W17JPjjnvhH4WuD3+kwpdbf7cAz0MnBOnT8CXD2mvhwrOefqpB/rT3rvf+44++K933TOvRf4Go5/b4/f9lTOX7P14ZionMMyut/msOP0Xjn28MPOua8B/jLwB733vbvd/jHSh4EnnHOvds41gHcC//6Y+3TXyTnngB8BnvXef98x9WFFvA6cc23gKylDcd/zVM5fx07lHMb9OYcdW3Aw59zPklo974cf9t5fuct9uAg0gbUs6YPe+7saBtk5998C/xhYATaBj3nvv/outPsO4B+SWoH/c+/933ql2wz04V8DX0a6Q+IN4H/z3v/IXWz/i4H3A79FvkH1u7z3/+Eu9uFNwI+Tb8r9M97777lb7Zd0e1TOX/t9OJb5K2v7WOew456/sj7cd3NYGZG0pJJKKqmkkkq6K1RGJC2ppJJKKqmkku4KlaCjpJJKKqmkkkq6K1SCjpJKKqmkkkoq6a5QCTpKKqmkkkoqqaS7QiXoKKmkkkoqqaSS7gqVoKOkkkoqqaSSSrorVIKOYyLn3B93zj3tnOs65zaccx91zh0I7uKcO+Oc+4fOuc845wZZ3v/onPtqlefHnHMfUedf5pzzgV9s6z8ucs494Jz7rmy/gJJKKukVouw7C80H7zlkPR9wzv3UHfal6pz70865D2Zz355z7hPOue9wzs0fsq4/65z72hnytcbcv3fOvfX27+ZoyTn3rizuxuc0vaJh0EsKk3PurwL/O/D3gL8CtIDPB/5H4C+qfK8Dfh3YBf4B8AywCLwD+PfOubd57z+e1dUONPUNwGfV+b0UlOUB0rDR7wVePNaelFTS5z5tkYamtmmHoW8GotvtgHOuCvwc8FXA/0X6/Q9J577vIJ0T/uohqvyzwAeAX5wx/9/mYNTSZw/R3itN7yIN8PWB4+7IK0kl6Dge+lbgh73371Jpv+Cc+26T7ydJt07+QrOJzy845/5v0giAeO8/M6adT3jvj2wPjyzkbtN73z+qOksqqaS7QrH3/oN3UoH3/plJ17P5oeG9H4zJ8heB3w98RbYtvNCvOed+kHS7+leSPnunY2DJOdf23u8dZZ2f61SqV46HloHrNlFv2OSc+xLSFcBfDe0a6L3/hPf+Upa3oF6ZlZxz3+qcez5T21x0zn2Huf5dzrlV59wXO+c+DPSBr8+unXTO/bBz7oZzru+c+y/Oud9lyn+Tc+5CJkJddc69zzl3PlOp/FaW7ddF1HnY/pdUUklHQ86573TOfcQ5t5190z/vnHuNyVNQrzjnvtc5d9059yXOuadJ54c/PKGZvwD8tAEcAHjvd733v57V+2eyOaGwKM7a+t7s+IPAeeBPK1XJO2/3/rM6f59z7sPZfHbdOfePXLqXiFz/mqydr3DO/QfnnEigRW30N5xzn83m0+ecc3/M1P9l2TzZdc5tOed+02U79TrnrgPzwN9W9/P2O7mfe5VKScfx0G8Cf945dwn4Re/9WiDPlwIj4FB6V0NV8+Em3vsEwDn3p0j3TPg+4JeALwf+T+dc03v/d1SZOdK4+n8P+DRw1TnXzPq1DHwncBP4FuA9zrknvPfXM9D0Q8DfBP4rqVrodwNLwEVS1c9PAn8uG4+SSirpFSTLxIGRWug8Avwj4BLpN/otwAecc09677sTql0AfhT4O8BnSHd/DbX9BPAQ8J9u/w4K9E2kqpKPk85NAM9PKVOZMB++mXSnYNkt+NWk9/Qo8HWmnh8j3WTtHwCy0d4/JV2QfXfWp3cA/9I5d8t7/yvOuVPALwA/TTonVoE3ASey8u8gVav8KPAvsrTPzZ2mvffl7y7/SF+2z5LaWCTABeB7gEWV54eAazPW92PAR9T5l2V129/3ZtcrwBXgR009P0iq521l59+VlftDJt83kep2n1BpNdJJ5+9n5/8r8PSEPn9eVveXHffzKH/l73P5p75j+/vKMfmrpIuNXeCPqfQPAD+lzr83q+f3z9AHmZO+dIa8fybLWzPp12UOy84/CfzQDPW1xtz/e1Sef5fNwxWV9j9n+d6cnX9Ndv63Tf3ns/T/waT/DPD+7PiLs7m+OaGfO8BfOe735ZX+leqVYyDv/SeAN5Buif2DgAP+BvAR51xHZ73Dpt4JfIH6/WCW/gjpquPfmPw/TSqReKPpw380+b4SeBp4wTlXU6uH9wFiDf4x4M3Oue/PxK+NO7yXkkoq6fZpi+Jc8AXAb8hF59wXOufe45xbA2JSwDEHPDml3hFGepGpGmpmbhA6TjXq91K8/z+rrr0N+FmfST4y+hnS/lqPkneb868EBqS2dvq+f5VURQ6plLgP/JRz7g8455aO4obuRyrVK8dEPjW2+oXsh3Pum4D/h1SK8AOkkogV51zL377h5gUfNiR9MPu/YdLl/KRK2/DeW4v108DbSS3PLX0GwHv/Hufc/wJ8G/DtwI5z7l8C3+m93z3EPZRUUkl3TrH3Pmj35Zx7NamK9b+QeqhcI5Vk/hKplGASrXnvRybtCnBG1f9glgapuuK46KXQGGQGsGcw86H3vu+c26Y4H2Lzkc6HTVKgdoCcc6e99zddGubgbwI/m6X/J+DPe+9fup2buV+pBB33CHnvf8Q59/eA12dJ7yVVufxeDiLrO6Vr2f8DJl0minXdtUD5deAjpHpfS/uW6977Hwd+3Dm3Qmpg9v3ANqmbcEkllXRv0H9DyjS/zmeeGJlkcnmGsqH54auBujpf9amd15Xs2r+cUqcsshqkUhcBBq+IdMB7751zNzDzoXOuRSr5XbdFzPk6aZ9/z5gmxMvw/cBXuTQeyVeRzoc/Tqp6+m1DpXrlGMg5Z5k9GWNeIkPR2Qv6NPB/OOcWAvnf6Jw7d5tdeBm4SuaJoui/JwUFv3WgRJF+FXgtcMl7/xHzO1DWe3/Le//DwPuBp7JkkZ5MW0mVVFJJryy1SdUkOnjgO7lN/uC9/7iZE6TeHwDe6Zz7IlvGOdd2zn15dirGqG9QWb6Eg3NFFEi7XfoN4I9k4Ebo60lV39PiZvxa1o92YD7U9w/se+r8O+AnyOdDONr7uWeplHQcD/2Wc+7ngV8m9fx4jNTwskeKfIW+gTQ42Eecc99PHhzsq4E/Bfwu4PJhG/feJ8657wJ+ONPh/gqpt8y3AO+aQZ3zE6TGXu91zv0DUqPYU6R60eve++93acyRk6QSm1XgzVkbIuW4BOwB3+ic2wKG48S/JZVU0itKv0rqAfKjzrkfJbXp+g7SBchR0veRSgN+2Tn3j0mZ9ZB0bvjzwE+RzncfIJ0X/0k2jzwA/CUOqi+eA77cOfdVwAbwGe/9xm327XuADwM/65z7Z+TeKz/vvf/opILe+49n4/Zzzrm/S+qNN0dqLP+Y9/5bnHN/mBTI/TwpqDoH/IlsDPT9/EHnnASEfPZzUhV93Jasvx1/pG6iv0wqbeiTRuT8V8DrA3nPkq4QPkuqutgg1bX+YZXnxwh7r3zelH58K6n7apTV/x3m+neRikZDZZeyfl3Oyr9MGm3wi7LrX0s6md3K7vFTpIDDqTq+gdTAKiILU1L+yl/5O9rfpO9Y5fnj2RywR2rb8dbsm/47Kk/Ie+X6IftSJV2wfIjUW2OP1MX0rwMLKt8XkjLvHqkq920c9F55khSkbGfz3TvHtCneK39ySt++OmtrQCpx/kfAnLou3iuvDZStkC4cn83K38r69kez65+XzY8vZ9cvA/8EWFJ1vJ0U+PSydt5+3O/OK/Fz2c2WVFJJJZVUUkklvaJU2nSUVFJJJZVUUkl3he4YdLh0B78POec+7tKQ13b/kJJKKqmke5bKOaykku4e3bF6JbP2nffe7zjn6qR6v2/3R7yxTkkllVTSK0HlHFZSSXeP7th7xaeoZSc7rWe/0lCkpJJKui+onMNKKunu0ZG4zDrnqqQxJV4L/BPv/W8E8nwzabQ7HHx+g9m+ajc9SyHv7dZ5mHamlfPqmjNp08rrcx9Id2Py6vPKDPnt8bj8uk5Jq6h/e82RmqdjrvlAf+HgCzjuORT6YTupK59WgU2bNKCz1GGvjfufob6nu6x671em9KKkV4CmzWF6/pqfr37+61+/qK+a49DbXg2kS8TtCgdnCKfy6C9a8jPmXG8tYuurqDZ1+6E+6XRPGsbDZ/ch/fUUv2Bd1gf6acekFuinnNsZx+ZL1H9CPu6SrsfalpV7kT6GZuch+QShZ7sku1YhH0+v8lRIw53Y/si5HZOaasNzcDKzs7O9p2mzuqP4Dtk8VZNeIR0fFyhj38ni+/z008/NNH8dqfeKc24Z+LekoV3H7pDXcs6fo/iK6ji61ey8yuxUN+e2Pks2rZLVkQTyyvUQST02DrC+Xp1yXVNd5ZVHq/PWzbm+3lLpLXVN+mDLkuVpBdKkjIyLrmOBfEco3W4ruz6v2p7P/sc9T/2G6v5q0vfZtg+6SToH6ExV86/nC31zdQ4OcOjYdjCUp27S7Pm4OlQe9+s87b1/ayBHSXeJZpnD3vrWk/4jH/kyUoYRZ/81dR4DHVNK8snxMnngTZtH8u1k9dQoxozSx1V1LjGoBtlx3+Sdz9Lla9zlIOzfUcdxVj4mC6qZnbeyfm1m/9JGn2J8MU019S/jtERxXGy7Mkb2/uRY2pPfIEurER5bob76LatjudcWqXeu7vdple8KaVgiqVfiqs2Tjof0Sz8HqcfO0jKW0j99v/IvY9YiH7u+yqPfQ/mfD6TrvMuBeu04t0gn2FH2r99v/czSY+d+90zz15EGB/Pebzrn3kvqzzzTtryjwLFl0LMAEJ3H4nkC5W2dCekropm+LjsOjMxC4wCHvR4CJxp46Hyaj5KdC++VvLqcBXKhMbVpUkfCQX4cAghVcsBh+x1qVwCH5cM6j/5vhBZ4IVSnBwrVGUFP4xDkiDTw8iwk7YbqqJr/UF9CZUo6dpp9DtMTsGbOwkB2VB7NVIQ2zbmuQ4OPzez/tMkrfRiRM6ABOcyX8tKPlionL6btk2YHcm2HIrOS802VLyZlSnCQefezMsLodFs7Wdog65MGJNKO9EFAnB5zYe41inHDdtR1TD9aKl2Xj0ljGMrxmuqPHhOpd0vl1aBCAz8L4FB5BZxokCLXZXz0sfxWVT8EkMYU3wl5BgIqB6TPRz/vEOsXUFUjf1a67C45uLI0O5Q4Cu+VlWx1gHOuTbrj3nOTyojQKcSME/XTFOIplkbZz5a1bUk+u4sZhHcwG0343QkYwfThKOoTmmUchWfb66E+TCunBRBSXl7NSQKEaS+gXB8LOGZh2JMa0YNkEZe9aUvT0OS4vNMGuKS7SoefwxwHGbacb5IDBSgyfmHEOj8UV+w6TdMOOVOwDEpeVs18Q1ITVH4oMmBLFgDo/mmGbvtTU2k7Kr/0QddRU+cCgoRR2pV0iIFrKYOQ9EEDhE3VX30vGuTpexh3Psj611Lp+no/uz6YcF3/iyREP1sLijTpfEKbKs3+7PgOVFkNUmz/MOe2rK4XlTYbHYWk40HSTb1kDfkz3vtfPGwlIWZn52HRpOlrlk9M4kOheX3cgvSoaFJfDtuWljhY6cM4mgVVziL1kLQ5dW4lRbrNSeBp3L2Pk47UAZ+AC+mWxkkQQjqaSdIG3TlLk+qdRPalCt34pL6UdLfoNuYwUS9YtYmWMGgVi2UCLZUmZfsUGa6VpNi6dH22jK3XbulhmU7omlzfCeTRJKDK9ssCKanbSgW0BEa3q8dTM++Q+sQCEwvQbB+sOkJW8U2KjF2DE5GW6HQrmbDSKhkbXUbyLlEcW/1O2LHB5NXjLSDX9gFTR1O1r6+F3l/7LHc4+M5ZYDsb3THo8N5/gjR2/qHILiRDpFUHOk2fW9AwDniMm9tDqpzD8oBZ+MY0G5NQnZPqsUDJApJpfWkQBi4WxFkTCpsvpCmoBNIt2SlQm4VZW5RGJQUd+6RtuEI6Kf0CaBVMiCZ1dBaQYm9A7LCEQsZG8sBmGaiSXnG63TmsOPla5tQhVx9opqlF/loNsaPyaFWKTPKbqoxu36pObH/kXFQLIdG4LafvTR8LI1rloLpDrklfNDCwDMyCLTkemTTbB8vALUmbIemCHgsNGES9UaUoaZHx0s9M911fh6K6LCR50enC+C0XDD03/bwF8FhbjdCzGgcmdHkLZC0Qk/wa1Ei/IZ8g7zLoOCqaJHEOAQghmeOtTba2zbDM2NpDSH4hUbFY9X8IBEnftD1FKI+QtVXQdYzU8bj71Xx2ms2EBVCWL+o2Nek+6rblFU0CeSvkUpBpoEeMUSfltfaYTjpdZzzisXQ7gGPcQxxH00RZIp4bJ9phwvWS7lESi30BFkKaAchEfZ2iMagGGXrVqhmCAAwoMg5hDMIo5Zqsbq3thWVIlmlJmu2X7pNmXnaVK+Cjn92nlLcSnpC0xjJtqdOypBAQkr5pQ01JlzblPgbZ/xrFurfIx0uuaUCxSvE5tNQ1aWuTg1IgOba2GtIvPa6amaPOxY5C6pNxEjsSkcZYABoCgnbc5boGhfY5a2mJBslybZ7iO6HvezrdE6BjmlpF0kKMOhlzfUh4lT4K5J1U/7g+TuvvpLyzqn50+iw8KQQ4LEAbV9dhpPzC/2WhHqpvjiKwsWMZktjIuQCrA/2pjrsQoAbFwZDyk8RmkvewRp93YghaAo77kDwHReKY85r5t6SnXs0cNEPQonopo1fbVtJi1SIaWMTkxoHaoFPa10xEr3qlfptf36tluvq6lk5Yzwx9rtvSRo92tW7vXVOon1VyO5cQONEqECXR8RE4y5y12iRks6ENbK0UQkvA4OAY6/EQ0KRBxBa55EzfH6q8Bh76/vQ9h9QzjCkj/VhW5QR8aePfEFgcT/cE6JhmAyA0bW4PAYdZKaRqiJjdmSHU/iz5j5qkTnH/nUXFZMtrJw4rcRC7SysFGQdktHOJ8PxTTL73fePRSZXrDltL1VmBiXRynM3G7ag+Junxxt1HaUR6H5JmUhp42Al4oI612iXk0WKBg7QjZUOqD90Xy+DkmlbfhBi2Vp9YsX3oGJOmpTNW9K/b0Aw8ZFCr88lHYe0PbBkLCHSZEQf7iznXYyXpm5m4O4GGVa3Ye8nq8EkGUrQkSoM+26aka9Bhx1dolyIwikmlDWLUWg2Us0C3qq7bZxqSmthxkT7GFI19Dw8h7hmNcqgj2rFAjkNeLKG0cWVC+YS054pdJIf6dbueJtN4TOi+QnSY9m/HUFbGbpzqaxpYrFNUVWmaNL4H8kumkA2EzqilG9N8poWmiX+Owld6FlFeKe24z8hOuFb0L+fCEGQSXyVfQbZMPTsUxfcioZA8VqpgwYb1Xogp2opIu1r1Mg7ICPXNsbWb0H2RvNqw1AKB0L3pdsYxsVA99tzac8BBsGbTbZls/HdJv1MfQRyl6T5iHyzGPfYlInGi8iaqXsW4fUTRBViey6Zq1z6XftYJrcaRZ6DtX4Rapmys0iAFwOLlpAGoBaP6vdJ2RPp5aRBzOLonJB2apjHaIfliUmLDwfgV/aQVeYgRaw+ZcXk0hQxbxxlfhrwzxt1vNKHNcRL+WRbY4+xcZlmEa1WWjd8RUlvpPlk7GmvygMon2H0EVLX6YVwnJzHscZ4jWhoySa8Woml5dBAyGA/t7xnIX9LhyerD9epWpAs1UrG4VhmMyKUffYpBmkQKskXxBdP2IJphhGwtoMjcdH9FIvNylvYIB5mPkJUm6JWxMC5hhNZWQ9uVaMmH9ezQzBGTd5XUoHaX3PjVrv6h2G9tcyHXRAojpO1pNPgTSU2W3ge6pHriKtDKgEVjPZ2ch0A1yQMkSdVVUkBi9dq1CvheJg3J+uYTcCLPDalwIAepZH09TRGYoo61BE3boMg41sgDxEmbAios6BO1igYtWpIDxecxO/g4NtAxieFasqBhnF1GiO5E3T7rYtkCj1ntI+7UFmSSp02Ix46jUKCxSd422jZT+rCszhc4SNZZQ0tBJo6XZdyhzLbDOr+2zL1dJj/rA7VR0SyFrIRLug9JbDq0VEMmeu2xAUXRt16dbpECEYnqKel2QtfqCGt42Q+kSdlxaTrdiv11nboPof7LS6yDZNl7sfYuFizF5mfHU0CLRMW00iQLMOzYWzVBSCKUteN74LL+7SXp5DQkxYd60tKiXwmypFe+fYqhrfeN2bM661FRAtrQ/ZR7E/Cg43LUyG0rNPOXcRN3WA0ipQwqj7SnQaxOk/aX1TUNSCRNB6KzwHMy3XOSjhBZfhJi1tb+wkoVoOi1MYk0g9Q2DJPKzsKXZvG61Lx1UluTbB0tTQNpIduPWQGL5Nd9sZImPY7Sn1AdFfJnuN9f7bFi9TnjGPgscTUOg9jG5RnXhtzMNM+WMkbHfU46aqZVdWiJhDWblrxVcsYiDEUb8mmAoENvW5WCZj6SphmPZs66r9r1VVPf5NV9Gahjkd6sZcdbgfpsX22cCO0hYkGUBnOYNMlvJSehPJK2bMooydQQGCUpKBA+LxPnfHauvRPkXB6p2KzqBZCWeFrRtoCXSsQ+eqk1wN/MpB8hF1yRpgnJc26RPhethusQfrZWWib/HXWuAYl+BzUo1P+YfJPpWEHHNLsJ/XxCeQVgjgsYZlfu03jJJKPLcd4wts9WahCiSXzmsCYE41Qq2vAzFC10GojShp/aW1Vfx1y3QCVk0nDSlJc6QkAq2LcDVqaqQUtaujFJbGVfsHH2Hbr925VW6IEN9aWk+4RkohYRvaRpxi9umVZ0bcXS86QAQPLoiJYt8hXqFdKAUiPyla1lCvpfApjptuJAPm1fYT0e+uSBs2KVX+rX/QT4DHCGnMFrxmVVUppCxowCmKwRpb0fa7QZZ322Eg1x670OcZLrd4lgOyveIFWrrGfnLQ5O/qIT7mb55ZsWCYdIRPrZ9ZCbf1DUH2XtRAcN4uqAk3FYVmNivX9qKo+WNmlZtOSz74I18tXP2YINCL970+mekXRYo8VZjSmlrI09MQ5AWGY3rV5N44wiLd2JSmdWmtTG7bQdsl3RQMPaxgiNA0mTDET3QT4H7TmkXF0XsDcUcimSzk5DbRYZjgt2ojs7zTZjGh0VYCnpHiTNBHZJH64wA2HWlmFqaQjkXgiQcyttgyErV6lTPBc0wLEMW/6ljgHF+A9STktKdLkQMLDXd8glFXrVDQelK/p+bX16hW6NIbUUBA72U6tPpC4BbSF7lR2IktxobkQ6n4ix4DDLGlGcS+qqikRVL8ct8klLXgOp064CK+ZfbzwpeYcUV2NDoGHvVwOGHVJAakGjlsbpWdkCDg0cY5Mu70gIqMgEqZ/BZDp20BEyVLyTvIdxDAgZgU7jB7MCD6FZ3IHHSdlnka5MoklGrTBZ8m/zTFPPSB6dNk2dpRcFC+Qq0mCfx0k4QvnsKmKc+41VcRzm5bF5pqFj+4AnueqWdB+QXXFb+wXrnaHL2JW/TtP59WpWbEP0hC+gRpiNVfVIHQIqrHxfXro1ivtBW/H5uHvQkogQUwqpfkLAQ6sPrA1Gn3yH15BqwKparAupBh5xarwpgEJUIjLRdslBh4AFUbNUyCUX29l18XAZZsei468DPXWLI1Un5Mapuh2RhujVdz27nYj08fgeuEUOMnj9rEUCJ2naFVcDCw00rHeKVbHUzHXdrkjq7hObjpD4/XbJLiZDC1d7LaSWmZXvTAMos6rtJ/HDaXQYPqUX65PsRUJlQh6fWmK4oPKEVDlCK4THNxQ9Vvp6oENWFDJuAMd1Qtc1fa/IxQAAIABJREFUjg5rJzJOGjJNd1XadNyn5DgolrbSAbkuRpDWzkKWylCUFEjZGkUpgmYiA5NXjFJD07moQHbJpRw634gcOJwi54YSpVN7OwjI0EwfiHtQ00znM8DD6r7hIMPS/dDjp6UulplqQKIlGVDcDVWrjUx5LX0QycZQVSlCEr1p7TwpIBFpx9CU7ZHPR7J6kuvW2FADkpCbpDxuu8/UPqbUxrh6bDWY0CAhZBcjkjUdWVTvwGsDtwnp90DaFgncPa5ecYRV7ZPsIWYxJpX0kE2HvabPx9mEhOqEHBgfBfAYJwkZpyoSssabliY5SUzic1bKIepE3S8B9zpNYwCRWEj5kKGpkAYv9j+B1GW2bi7oysapLLRRkO6odMgau0yjWQHCOJVNSZ+DJExQJnobbdK6empmYadebReiw5Jrw0fIJQqQMw5IX7a17PiUqV+rYqTP8+QfiFYPCbBAHXdM2VjlibMPWkeuFHsWGQvdlzVSyYyVoEgddiUtNjPSxzjwq5F+aFuqbNZPfzPdQyFWHilr5EagESnQ0J4ofeCWqmqYDZeAiYjU5qOXDaGAjgVyKYZIKeS6Jj2pLpB7yNTJ8SMcNMMAqEbQkLETICaMX7tfW0NRKD5PvfmbVWeJhAo1vvY5hsDNbHTs6pXboVnUMJY/QZGJa/E/HH7BOQ0UWDrMotYaYd4tvqXbaZD2N6IIDDRpcK5VJfZ6ldyAVLCABRgQjmFS1YMhCDE0mCEUGno4FmnOEtzE5pv00EP9mkWqMYvxUkn3EIUM6kIrQTH6FAmBjotgVQCoc6tfF2axStENUtQmqPyyarVh1HVbA1WHlrpoNYlVA1nVSnY80u1CHgtD6hMAZW0xJK9uQ461aN/egx1vkXJoGwZVxif5xBORqzWG5Ksorf7oqe6I+kVAyW6Wr0duoyuSibo6XiafvK02pAIsZsebFPfgq5ODEB2USqQljQpFZi+qJznX0gkNHux1DTg0cBYQE1KtWRWZgL3DwYhjBR16RauNSOVapM6PQhI9zb5g0gJ1FiBzJ6TvfRYpzmHqvRNnCQsKxgEQqX+e6ZIq+dblW9t3Zc/O5bk3rPGV6FYnAY9pujA7GOPosOoXoVJl8tuENCOdxJStt4A2AtQMNwRi9HXN1AWUCJCxGwvowFmamWgap7cP3acuY5i/bP/skyzOhfZo0R4Uui4BPHbjshC40HYhug7Rhdi0mIInkFuEOHNNqZJLHURcWyUdLlGryMpJHI9k3umRe6yMyJ1jhqq+Lrl0Q4xJBdSIdENuV4uDNT6tkwKMFkVx8r7KxT5LrW4K2bcIhYxArYpPAw7blpau6fPDr5aODXRopg05PwkZJdpys9xmCCRoycbtqNRDdR6Ggdv2Zm1fr/yFDgN2JrUxbsynqWBCGo8eDa6yyB4N2kScYZt5on1thgYj86SSRfkO7X00QkFWbMdRlWoXs1CHrfjIlr8bRp2l6uVziOwKXDN3+R+oPDVzrIGGDdSkJSWoPLqM7EjaIQcZmiHor1mkJFXC4Ebr/a0NhmVKFiCRTwb7+49AzvhCqiQ9PnYlrYGVtvnQq+8dcpSgbRK0zYliuLUK7CRFlaowe5Fk9KG70eDy6iI72w066xHnlrZZaEa5qkTmEJGEiCpGVszCEPZXTRTjOjSyay1yECN5BOyIJ8tInQvtH8s9i1RKB/PSICQUxVaPYQhQGCnWPrVMeaHDT2LHBjpCAMCCCWsIOivgELI2GuPUMpb5277ZOkN2IeMY9rQ+hIw0hcRrapzmwKozQt44tp2Qo8aIgzzd8keRRlhja8nTo8ElVpgnps2AiBrPs8Lj3OJhIrrk3+JZ8gVBow7trBGfgGtCOwE/zDcQL7jCTooxP47sQ7APe1r+0PWjEnGVdB+Sp2hrUaO40pT/KulqXowytdoBinuUWKM9PTUvU9wGXTP2LO7EgYilUp/YT+i2tN2IZmB9Dq5+tZ5f7tfYXgizHUmyzac3g4Oiikjy6giXcFCKYQGM2HpYFYz8rrMf1VOkMeImK2BhSCqd6EH3xQYXrq7Q3olZagzoX6tx4eoK55dusUCUrpBkXuiSSkJEmiH2H2uk9rNNcjsQWQxF6jyhqOUQgLFAPslq/Cfl9ucarVYRQCbPU8fy0J4p8i+GzWK/0+Sg/Yb913ZE+r0Uu5DD0bEKgkP6/HFMlgnp02gc04acEYqK7zBlQySSA7uyn1bf7dzbpDIhwGGPhSzfDAUBG3dd6CaLNIlpE2dTbUyLmJss7n9z2n5TFgd+mP6oglvKMzhpRMSgejWhLcet+Cd0Y7Ma3dzJ9Ul5S3uNzzHy2b81pBPGqCUgWsytmb2cSxnZY8MaUkLRdda2qfcMWaXIlGvkxpWaOehVrm5rnAREh+M25eTjHpFKFA54MliViU2PKRqAYu7RSovsnit98k3TtG0C7HNtq3nSoCNzd718a5G2j2nvxrg1aO+mx5c3F3ObD5FybGbn6+reZZ6KyCUhEUU1zGb262bpXVL32y4H7Uy0wCJS6T4iB3IadInLjYyXHgP9DEbkwLeqyobeB3us62kWswefcZjuKUNSa+NxlDTOTsOSSLqm2Q1q+0Ao9n0W75BJnjqT6DA2jLrMpL6E0rVTyLg+atVMRIMT2eokH5OYLs19KWKfol2IGKBWBaiLaGchPfZZVEBnPU7GuebowdHiGSuZCKlXQhQSU02K6TGOQhKWWW1LSrpHSSZ2a5chon+rLtGTcsgLwNp7aOZpJSQWHGiX0uukskSrGtH/qxR1+LpPWt1jVTwZc4oTqGX2HDpLlGRbwffJxf0aHJ0OtBViQeMYmLYJ0WoVLb1RYxFnS8qEoqGoFtlmDH5nu8GSH8Ae+1in1YjZGjSLNhcCHrbIDUk3yQ09t8gZiDgJSfn6mGORwIgNiVyby9Ik9geknjiFd8MCPDGotbZDerx0Ouo89F5qw2f9ruj3ZNxzDNOxgg67SNUqADunT5KAHKa9wzgSzMoTLPCY1PZhyh02gGXovjQPnoXPhfjruDI6T4uIiBpN4hSQAwNqNIgKEsMV4EQT9jLpabVJasktHRTXtBG4Tlpw1EvbcdOijQlZ3ZFNm+SKo8kOnr3pUPlZjUxLwHEfk1PHGnxYNYmdkLVXhnVpQOUJMYAQiAlJRUISFjmWOBbLqpzsv6IlMFCMZKkZGOk77g1aF6PMgi2B3QDO1FPob4hqFCUduoweJxlPrRrKSGwnEnIhiUgOJLhXFzrDiH6/Rpt4v8n+oEZnSW3Q1iAXykTkEgppA3Ivlnly75N9I1ByWxIxaO2qsgJS1km1YlJfYW6Sex23t8ooG7OOymftXsRAxdYrpMGodMwakOq8h4MRxwI6HPkqF4pMXqvutXvl/jvNnYEPK6EI2W9MWvyG7Dl0GVv3ODqshGNadFIdskL6oY8FcEzj17YNC9SaFA1oJRbdw2xzhRUSoEFMRI2YGg+zsd+/RxsNLp9Z5NJCg04Sce5N2yw8ExW3hhapXTdr6ApU59JgfKMEqvpFsGT1VCH93WGNgg5rsxFCtrae0PWS7iNy5HYWcHBSDqkXtH5c8m+qa6LyEABgPWK0GFzr6nc4CGDEnkEzfZE0aBWO7o81EJX2NvN0n+RifpkoIvXfgH1/0oaoWnR7FoBZ49QqRfAjdh0jVT5kO6PGW/ZU0YaeQ1I1hnZFFbXIIO3uueo2F66tQAStKKa/VWPP1Xj8xMb+PXfjBpfXFtm53qAzijjnt1noR6ktR5108SRgRtqWIVjIjsUoVa7L5DxHLs09SXEL7qGqo0A6EqyWaolXkHZ/1q7E+4NFEbRpAK2P7but1TJQBNrT6VglHeMCY+nr4xagRwE8oAgWxqXrc502rq5Z2j0MHYW9ojUWDdUX8kjR17SWwGoyThFR5xY3WKRLkzYRj7PBw0TZt9bgwqMrtBdilt44oH+yxoXWCufnbrHwTER31OBye5GddoPOXMS509ss7EXp/DlMbTxGQ6gMMnXLOAQWQqb2xqcZiE5LeyXcYkuD1PuIquTMX0e9DK0GrZpCR37U+aSuHQ4CAyiCEPuzKh4xsjxLzpg0g9d91V4J0r4WnZPaEbhK+usnuXFkSByNTddBw3RI9pB4f0SRKQqFpBx6LFSgMlmhajsLARcjcgmF9iqpwEIj4vzpW1y+ucjWTpPOTsTjJzZY8OmiqLvX4MLWCu1BzFJnQH+1xoXeCufrqaFpt9bgcneRHZ8tqPw2C52oOCbiUisr7i1ydbJ4tUh4Z7EfEdva/flOno02ILVqsHlzro8FOOxb/VIEb1p1otUy+lrV1HU4OlbQIR5EcHCBOjLH0wDKnVLIISGk/jiMm+ztuOROo1Db01xiZ6VZ7ks0IFKvqB3TX8QDrO7bfMp1gK3XLtI+G9N+XQx/FNpzMTevzfHj73sjlS9J2F1r8jvP3ODRm9v0RzUuRCucP5FZjj8D9KHRy4xOxTjksIw6JPkYdz3kCjTNjsTWMS5tnDSkpPuERFarV+tCFozoyVrOISxZ0CSTunYhRbUr7eg8uhzAy8AjHAQxmlFbppKRv5m/kwlQT4rudLJq1xE0RYXRAvYSaGv1RwgoWeBl71/UQQTy9s1/Vq+AiRDwEEYux6L6yFQmC0nEU83VdNISkW4GVi6vLdJeiGnHMWxAuxmzs1zn3auvYS+pcWVnkVfXtnj9cJWhq3Jhe4Xz3GLBRbkgaUG1LUaloo4ZZtfPZHllTIfkIGWfAQrwkiitUARwW6SxW+x4a3Vb6N2z0g0LSoRCk+F9YtMBuYGhlV5osAEHgcdRSzvGmQuEQIZVx9hV/2FsOzTYmdZf3UfhWeP45Cz9QOWZ5OgRMouQ9rSTieXpCSlAOfVq+NCTDZZ+7wC+9nXAGW7caPPBC48RLz8GONb7Qy7tjPjaP/ADvPqFLejC5f4iT7VW0w/veVKJh3RCPkY9eHa/AnuuOxZChId5eJNsO0qpxec4eYoqEw00aiZdi68x+XU+bethJA06n+9li9Q5ilIMtdrfpxop8NCGpZbBiE2HsU1x2ZKwS9EYUvS81nd+RMqshaknQFsbH+oVudyzXqHrvAOKZG06aiYtO44zKYyrwG6Sgwpx7BASpqN3c+1SlOAkpKAgM2rfcQ2WaoNUhbIBO1Gd5/dO8qnaSSoL0KPGumvRdQ3eVr1KuxJzebjIU4PVvF2ZsKVfUr/YdwyyfiyrfoxdlGgjTms3Y72l9JjJsZ6kpExHlbHvb82Uu33ocOygA4quyhBWbVgQohnu7YIPzXgnuZJqnjbOFTbUF72Y1ddDwGMWsuBEx86YZNMxC42LNCppWh2pY3QsEvbWTkhBe7sJ/Ap0Bt9Kf/gQbZaABS5c6AE9oqhOkoxYXq5x9eoW/+L/fRdf93UJr371RQajC/Dwu+GDwHuAXwJuZA33SAH9ScIUkoRYlcydItdxdDvAowQq9xGNKIKDLB7EAdCgV/ljGGVwlRkyzpO0KP24ol5mZLgONbWjWJTkk0wry1u/BG6Oon1HKLaDcaWtVaCa5KYrAthFYmAnbr3BWV36LOoiHchKj41UriUt1s1T6tLSoQxN+IxjC1AQqYw8IgFBkDJ1ia0hi5IVcjdWUXWIS2uPFAB0oVOP6FdrtEcxjOD6Xoerm/NErkqt7en4ITf25vnPyaP061V+z0OXGcSNfLzEQB5yd1lxwxVgdzZrs5Glr5DbpJD1rZLZzNTEPUa/L9rGw75LIcmbGOqeIn+PIQexdlaXZ9JU+Q6vZrlj0OGcOwf8BOmQJcA/9d7/wGHq0EzdSjTsCj9kdHqUvCNk4yFMXf+PuwexUwrttnoUdhlHycsmmS9Mcr+VfGKypG3hkyxtHmi8DbpvaXB58G+4caPB9esJjz12ilOnTnLz5qfY2ZnjwQeXWFvrc/Vql1ZriSga8OKLD3Dx4sOcORPR6Xw5577q/2NhOYKPk3+sMuHJcZViaOHQCzEJ7dnBsKDlMAM/ST9n+/JK2IeUdCg6/BymJR0ymdsNyWTb+ZBRqQUgVv0AB1es2TVXSZlSnL1cVSCK8hC+2hBOvCr6wKIyFPQROAk2oTdp08wpkxyINEPbReh9RqQP1sajD7SSNEKpj8Dp1TLkwMPu86HvH5VXgzX57xe/6UYjbUurTqTvjaz/evUnBp0SHjnJ/hfIzSKq0E0a7Lo6n/jsA5ykz6PVLTbiFjeGHR57YIv14RxXewu0a0PawyFX+os8vfMgS66fApZaxLndbRZORTlj0FFN58hjejTJ1TuiShZMAGq+sOOlpWPzFMeMwHGHfJdZKauvWwmHkH2f5T9kixOmo5juYuAvee/fALwd+HPOuacmFXATrsmt646NM+I8qrl6HH/S/wJYdV9C4EPS7DeoPXHGtTmNNBCTvsyilrHlp+WftW8i8ZB6911iPw8aXwzd1zS48I1/meHwJA89dJJHHz3NSy/tcfVqn5Mnl2m1miwspKu04dBz40aPbjfiox+9we6uo9P5BobDR7nwzB+k+7aH4dvIVyniz65DEaOuh0CEHRChSYaloWMRK9l29HmFg+KnWfy0SzoOOuQcllBUh/RJLZ4lUJf2IBAKTeBW567T7X9W1ifpf0IKQGRVFiXpNXn/tPcDpGHAfQRxLy23nWRSAu39ouwjoiSvRzzGmuRqip5KF6Cj9yEhy7uX1RNvq7HSHigacO2Qr6KtLYgNaJat5GuVfDIUwCH90DpjbTwokQotKBGRrQTzHELXN7iwuULjwYTf+cQNfBM+tnaG6pkRp07s0WynNzuMK9wazrMRtbg2nOezvRPEtQpLySC18Riu0F1p5Fom6UOLFAxpBqMXKxJOQMCjABUfcXAsIV+N6XM77jVyVCXADw6+b9YOR499jcMADU13LOnw3l8DrmXHXefcs6TBYJ+ZVC6kOhESuxn5BEL2fKPANbj9uXuSqkX31apLJi1UrXen3Kv0P2QjMY0vWS+SaeVnsTXRseXGLdKlbch3oJXp9WwTeIIUcdSz4++Dyxd/hfawQru9ANRYWZmj04mp11u87nWP8c/+2UfY2IjZ2/MMh55uN6FSSUiSmJ2dmI2NIe32dwLPcPny5/HUOz9D9wd+msvPL7ITZ1bibKfGpjKBTEKl1lJY8owbeA0iLHoL+VoTyKP7ETKckZepBB3HRoefwyQMuky8egkts5ZIOiRKqLKXOGDDIdNw5uYaJ5BkagO7+qoA1cwrQrZrF8ap321tnyB4Zn+LluzrvgUsb+ffgA7ZrY0vNbivZv9iNKoDV2k7Cb0X0n6oZ83AdoBXUfQrXaa4+y3kEhG9s64Kwx4nxZWeLEBEkCN91kBES4BCLqxzpG6wTbjcWKT9aEy7GUMMn3dmlb1ujchX2F1ocI0O3aROUoGdQY0RFYbVCieSPru1Gu40tOsxtOByb5FzzW0uby6y02/QWYs4l2yzsBSlcTkaWdvifisussIQ9ViPgFpMcc+Vs9lFDdx0+PyW+mnbDXk21tjYqk/kug5+dzgph9R+ZOScexXwZuA3Ate+GfhmKKoeRB1hqcJ4FcUkicHdMjCdpTwo93VzfVw/pwEPsZ8MlZ1k12jBxyT7DVuXFR4In5wnM6l4PXAGuo0Gl6uL7LyjQefiv+bGjZiHHpIZL5UZtloNtrYGnDvX5Au+4EF+/uc/zTPP3KTVanDqVBvvHU88cZIoGnHx4jpveMMZtrcf5ubNAbu7J9n+k+/n9Lv2WEoG9JMaF/wK5+PMSlxWNA2Kg2wHe5oxjx0MmBwkZRJpFYrui6wQdX9KOnYaN4fp+evRR+1kLOoUoRq554W4oXZMfu3mqvcyaUGSLcu1rlneGQk4JRQKrIPKIzy8Zf71uyd1C9O1TFyYtNhBJORRNMWTTICGndzkvwEHGZsAMO1WK+ctDoIyKK7Y41TSIbE5tG2JPpbV4jZFqYdgnexb7w4bXL6yyM6gQacfca6zzU61wdLiIMdD69DyMYNhk99z9hI/8fIb+eitswxHjuVGxKs6m3TiIY6EizuneENnnW6lye6ozs5mnWu9Dqe391haH9DfrHGhucL5U7dYGEb5GIvhnAZx8sy0Af2+XY6QDU0e8myxapcQ6edkVVvSuJXYWePf8XRk2mTnXAf4WeAveO+37XXv/T/13r/Ve/9Wi3RCTFDee/mmQkaSlhHa60dB8r2HVCWzUqSOdVkrVZiFDqP+mGUcdGyOcaBF/ivkAKoFPAa0H0sPuqcaXGCF4VNVll7z4wyHFa5f32VtDXJzU+j3R/R6jl/8xU9z5coO586d4MknV6hUKtTrFZrNKv3+kGrV0Wy2+PCHr9LrzfPAA4/w8ssPcLXx3zH6Vod7BNqjmHYSczleTDslIsuIg4NsX5pxL9w4Com/qhQBDoTVKiXdFzRpDtPz18pKnaJHirb2l53AIGeYLdIV5ypFmwUbXCljpI1K0VtE3mUrgRDS76YEp4L8o5a4FMJ8RTUC+d4gUt+2KiskwEeMK602JiRpkG9C2hzBPqOy0Uz3bUq0GkWrfSyT1KvuWurJ4yopABF7E5EOVLN+yySsA4aJxCZKAceFaysMK1WW4gHDXpULvRXcnKcf1dL6slgB/VaNXqXG+68/yqhS4dzyFktzA2ok1JueajvBNyo0mzEfHj7EsFWh0RqxvdPg6tYCozWH2wUfx7TnYy7XFtO650nXZlqKKlFTZW6roOY3rd5rUdyXRtQmeqt6bSgasuHQ4yt5LFDUZeQ34jDyiyORdDjn6qQf609673/uKOrUZMF8aP4/ysXiOMlGyA4xpL4ISUs0TTMsnSTtsDz0MFIYaxsp0qRZ+qGlNcukkr/2UnZyEi6PFml/YUz7C2JwLdptePTRBV56acT8fJ1Wq0K/H7G62uO557bY2hrwyU9e5+rVXfb2IpLEUa9XOHGixc2bu5w//wDr63u89NI2e3sxr3vdMr1exNLSWa5//tt57fPvhya0no3ZSpoHXwo7MYdUK4ehaah2nF4Lwl4zQqUh6T1Bh5vDHAdX7NqvVHuw2LRxxqNGZ16JiqoTKK5Y9GpBAIRWJYi6JCHfTRVyj4g5im6isqpuqLwheyQtlh5leRcoSjmkTZGMyMQjNhcA1V5qZHog0JeWgMg4QXF8BMRZT4wa1Hs5mJA+1rPs0i8ohkefyzZ8a2VxOIbphm8sQTSqsNeuwRq0mjF9X+PSYIGPrZ/hxfVF1lyb1d48m70mJ5p9Lu4t80hjmweqPfZ6NfaqdZLIUXGeTm3A4mDA9aTDaysb6e7aJ2O2qs30eayQgw+9AViL3KOlIObWLsgCEGS3XmufoaUiWv1i7Ym0KkVL4DRU0Cu6XQ4LI47Ce8UBPwI8673/vtutR/MDrX7T35iWNGHyTLJFuN3+SD0hkKPtNUKxMWyfBGg3VJqmkPRkHB8bFwnc8i8NMuQ+ZF4QmwzL/ya1LyrFZVJ3WFZIJ5yvgp1Og6XXvQ7cH8lyz3H69BmiaId6vcrFixu88MIGly5tc/HiJvPzdS5d6lKpwNbWgJ2dIXt7Qx577DF6vZiXXtripZc2ePjhBV71qodpNJq89FKbev1R6vWvh7/u4N/9Z/r/uEanHxVXb3pCDqE0O6CT9FLyrwd3GngZJzYKXQu59pZ0V+nwc5gjl2Jo8b92+dSSECiuHEXlIqSilPokZy6yIrcucxH5hCJYRxtQCogQGpHyBj3JaKNEqVO6qWNtaJsQW69IXgTc7JLbJzYpfpMSGEu+qSHAVWhnexw4GTMJ1S6dFHsOARp2O3s95nE+TtqTTUt15N7EdTaTSu4MGiwtDNJH2wauQCuJGVSanP+dt3iud4qPPv8wV650eOnyIv24xuXBInGryt6oxlbUouvrvHZ5E9qe64N5ru92eKDW49zJbc7M7XKlvcDCKKLe8dAD9yrYW67RORXB4+Sh0sWj5lTWb71o6es0DSgEPMi46PdSS9LGSTi0G7N9d3W+kFGplZRMpqOQdHwR8D8Bv+Wc+1iW9i7v/X+YVEgkSKEFqszJISPTWew8rLfLUdh4WNvBw5SVPlmDWAjzptvhQTJWoXqOYiGt732OVGHCMvDFwO+CzuAc/f6baLcfy3Kcpt8fcebMIsvLLT772U2GwxE3bvTY3Oxz8eIqy8sttraGVCqOer1KrxfzwQ9e4tSpeSoVR6XiaDRqvPxylyefbHDy5Dwf+lDC2bMD2u0vYPnNH6Z60vP4zkbal5covkAjcwOWQijvlRrEkDqnlHDcK3TIOUx7rwiJq2Jo5SeMQevYLSDpp54ewuRFWmEldjJp6ndHu66OKAIGPckOTV4R0GhJikgDtKpSDEYrpk6tojhDbi8hbcsqURbE8xT7nwCtXhaITMZwlWKgsJhiXBFtwCvMtZ/adYgni4Aave289grR958Bpk47oj+s0e5kDPXV0I9rdB5JjTy3rzWJqlV2XZ3tSpsXNhfZTerMV0YkzQrzccx2v8HF6yfwi452LWaj3+T0co+tXotHO9s8PN/luSsnOeEG+CWoNhKWFge87dVX8zDPI3I1izWOF0+iLGBZakgKYWmQHGswITQi/P5CQWp0AFCEwMXhAIfu7W2T9/4DTPaCHUuT7PhsPgs8xjH/VwJ4CNnFrpCOyzGrBH+SPUdocR3Kc1jSdVm1yrh+y2JAS0j263oKussNLg9ey40bb+SFF95Cs9ml0RhQra6ztDTP2952ine/+3m2t/c4cWKOZrNKo1FhaytiezsijhOqVUeSeJrNGi++uE2vF3Pq1BxvetMZ1tcHjEabpB4DjmazzeOPP8DmZpXtytfwpV/0Uyx8LEot8ecoTrIalSa642NuVgZi0vVpL9M41Yk2HtXppZTj2Onwc5hw1T4HxdkCPCwD0MBDuxuq1Wk9ypmhAAIxHrRiVCEJO66lHVq0CvkEJe+e9mq5TjHQjtSj3QdH5Jul6duXeiLykN5VlaYjBou5gXhkaPfafS4+lDjVAAAgAElEQVSk4pJE60qnq+0S9EpegbchkCS5NEODNg2CBCSpBUZ30GB3VOdD1x4i7lVYnttjoTNkaWHA2564yuW1Ra7fmmdztcUoqrJyYpcXNhZZX59jpx+TUMVHjmo1YXvQ4Lkbpzg3t83p1h5DX+GTq6do1oY8+sA23UqT17Y3oZG9cItZv+ayMV5Rx+LNQjaeciyxPeiTSoY0ULDxXaCoutIqLB2BVOoLQQLr1WLJSlAm05F6r9wOWcnhuGt2rrdzu74+K5iZlcZJUTSNk76H1Cwhb5ZJbRLII9+QPZ5G2sZrGlnNhNCjTeBx6D7Q4EJ7hfbwLSwunmc4rHLzJjz4oGNxMZ/DL1xYpd8fculSl2vXdrh2rYtzjrW1Hbx3jEYJzWaNKEqo16t4D5ubAz72sRssLzfZ2OjxzDO3eOqp0zz55AKvec0inc4T7O19is2XWjy0l60gRRetxcahBzbOJSn0EEOGPKFBsTTpRdF0J3YmJR0jaTGzNuCDooGoVb9oUfgOBduEGhBH6QQhBqGZzcEBiYcwfBssxwKUA26r5B4nAm7WsvILFA1BId+kTIMYoV3VfrZb6/5uqVI/6nxIujiQbd8FBLQiqJlImnWJISLjphmbqFyU1EOviLQLL+QAaVf9Z3NE1zW4cH2FpOOYrw9Zb7R4ebTEY0lqHMoC7Gw0+NSVE9y82uHGjQ5J07E3qhF76O62GMY1PI4HFnepJJ4kcaz25khcBd9wjIbwiy8+weO7m7ymtsZTj6/SSdIHsjdXS7d7qK6m/dbhnfUEL/cj4z0kGzOrLhEVnoyN9fyR92+J4vb1ISkJFL2IdBua7rKk4ygptIAM2S9BbuMh17Sdg3yLetF71DYeUr820NZuvuOAB4SBxzgKSTtk/tF1hMwYQv23npuadDsNivxXjs8BfCHwFFz+3Yu0X1Ol3f5aLl6scvZsk6WlU2xsjHAu4dKlm3ziEzf40IeuMBzGnD27iPcQxwlRFNPvJ8zP13CuQpJ4dneHOJewuzvg7NlFrlzZZm2tSr1eZX4+vdulpWUuXhzy2td2mJ//Qra+/MfSSexhYJ18IpTJZRqis5a1s9huTJKC2AEN2ZSEEGQJPO4j8tm/Xjk2yeMX6JUj6lgDFWGypGl+PVUz1Brp+SjJi+tQ3n3ynTI12JijKHnQJF2TMgIIBtk1ifI7DJTtk4cIl4kPlVdPfkP2N08DitI8YZRi/0FWvk/qd99Yh8Yc+2PqGvnxPrPU7sVmNT8i375ewIUwjS7p3NDN8q3nbV/eXqRdibmytcCJ5T5LCwOuri5w+eVF1rbafPqFE6wtt/j1j76alXaPUys9nl87ye6gQb9fIx5VaVRS7rO522Q0dAxI6FdrDGPH+mYLh+eBpR7NVoyvV/it3Qd441M36cwNafVjtnqZIekCuaOfSKS0y7PMEfsrTC15kHdLAtTp6zFFgDGvyrTMv64bcmSqVS6Y/8NNXscKOkKSixADDtl26DqsgWlogTpOYnJYknrFvstKMqZJPLTX0zSJx7hFtqZZzQJCdev0ac4ZDVJs3IL043gL7Mw1WGo9CczT6w2pVCq8+OIOV69GVKsbOAcvvLBNo1Hh+vUBo9E2GxsDFhebrK/3mZ9vUK1CkiTEcYJznsHAs7jYoNeL2N0dsrnpmZurs7zcwjnHzs6A06eXuX59j4cfXqGz8EXwxn+Trwgr5OJVkXSHRF86bRZdlx0cnR6yBbFps0pISrpPKGRcZ90O5X9S3kzS0SdXr4jmRk9s8t60yJmnXnDqlYGQqBhCxmgCPnrqXECOpM9RBDsiuJEVlwCV+Sx/Qh7kCopqTlEJJIE6qqZcgWqkQa9kYzqRcKD+W1Dt5UVkVSagRrsd99WvDjv9BkvtAb2oTqWf8NLGEnu1Gs/unmKRAbdudmhvRAwjx5XhPN1hnWHkSBJHsxpTdR6Hp14fsrXXYESVOkPqlSHduMVwUKFWGXFiaY+6S2i1Y7rtOtc3O7zWbdBfq9E5GeXb2Mstabd/CW4rlvxi97EPvuy7FVPcoVduXAxybbrxANqvyxqiwnjgMTvdU5KOEFnbDAgzX+tZpoGHfI9HqXIJtXOYcgI8ZilnwYxQaJ4RmqSamRS4M/jdk7u+PwQp6HgddE6cod9/jNHIs7rqeeaZAZubu9RqFR555ATXrnXZ2YlwDlZW5rh1a49bt3a5dQuGw5gTJ5p4Dxsbe3if4D2MRrCzE7G5GVGpQK0GjUaV7e2I7e0+ly5t88QTp1hfH3LyZJPHHz9Lt97g8ocW2Wk36OxGnJvbToPtyM2HHpCgPj2406x+9YDeDniYVUJS0n1A1opfk15hhuw3tNogY6J6N0l5X3scBLcahBQ8GTISVYJdTWgAoydCMRLV6gkpe4vcRXNI7rYpdiQCJlrkwGaLPLiV1vvq7cRFTK1X7gkcZHyaoWpDUiiqqvrFfut9SvS4iLeNiiDe2Uk3cmPgefrFB9n1dV7aWWK52SeJKjTimE+/eIpHz25xY73D2t4cV693GHkHFTjT2WVtr00vquETqJAQU2NtWMcN03PvYbff4DNrJ4iqNZ5YWmOXOns7Nfao8Xhrg+5ug8vri+z4Bp35iHMntll4NNurRaQdIkpPSOOS7Mc00ZINed/kIYlEraOuictsyPMqFBNFv7+WtPvtbHTP2c+HFozT8kDYpsFKto/Kdm+cxEX+7bs+qZytw+Y5CgNYIe32LedWAmrbrFIMUgykxk7LcO7cMqur5/jkJ3dYWqqxutojjqHfTxgMhkTRiMXFBoNBQqVSIUlGnDzZZjhM6PWG7O5G9HoRw+EoKwfep/tXJQnEcXoOkCSe559fo9eLWF/vsbAwz/nzDwItLqy9geF8laWTA4Ynq1wYrdCdbxQNWDQi1T78qPQQhQBG6EEdhu65r66k2yNx4exTDGYFB10PdUwK6zVQg9pcGhRMwK+gfLJim+TGnFqXKtfFQLKh0obmJ0xXTFDkW5DyUk5WM1Vy1Quk6gupSwccWycHSH1ym4nEtNGj6Lqrv6G+HSOrNtDhu4UUOBEgs0A+aUERaOkIq1mb5/w2q1farG+32VpvsrtVYzCsMHIVtgZNOj6iTcRer048qlDDU6+MGMRVolGFnq+ReEc0rBJRI6LCkCqeCh5HTHq9XkuIfJXP3Fpmb1BjtOmo7444f+YWOLhwdYXhTpWlWhaY7NIK3WHjoJQGUolRLB5UMmY2BgzZQFjJhFYDarKgQ0CeVavI9WZW/zjgPZ6ORdIh77O8e+PiUWiJ9DhGr/mBxmFaamhJu5feqY2HkPWokb5Ns1kMGalq1ek00mpSDa5CkVwh1+aNA2BaoqdBmyxeTsjeKucrLPClLC4+ytbWCZJkgQceSAN8ra9H3LrVo92uce1al/X1HlGUUK1WqFZhMEjdZPf28hEbZYeVSgo0crCR/juXSkCqVcdrXnOK8+dXWFio8swzr6fdTmi/6cfgo9B2MbTh8rVFnqqv5nqwEMnEp4GJlnJosXRoJRgaOIt09ctb2m58jpAYSev4B/Kv429Yxml15pZZkPGJCmwkBwMWSbRQ2e1VvBwgBRsSvVJ7bciKQQLzaBAik6+AB5k0u6pNGwxsoNK1DYgADpkoRJ0iIEbbJEg48uWsfZG2REkGmnayYx3vRNQqesUuaCkuRqGfy34n1f2fpGhgmoGmhVrE4t6A03s9Ho66fJqTnFnpQQP6mzUu7y4yX4l5/uUTVGpQ9Ql7oxpUPI3qiM3tNsnI7Vv5QIVKNrBJ9p5459gd1alHCYvNPpUdz+9fuchCPYI5eObGadrdmLZP44y0kxgacPn5RZ56aDXfh2Ula0Keby0Gvw1ObGE66gZPkXq2YMZLe69ojqmlHjbOBxwELpPcaCfTsapXQu6nTEizZNXruswkt1rbh8OqXUL12uCBIVWIlfRr4DGpD7PwKi3JFNIaA72AYkp9dgsF8eiqysVlSDfjPIv3Nc6fXyTdsmKeZ5+9xXCY8MlPrvPgg21GoyQzHE1oNGA4TGi1aoCnUqkyHI5IkgSfoYxKJZVwCKUSjxHr6z1arRrPP7/OyZMtFhZSRefOToulpSa0H4CTNyGC1jBma6GZfg96pWAHX2+UpUk/jBBqtCLvSRTSoU3yhS7pPiBZZQqFbDqgqGaxK0Jr55Hld9m5AAQhbUgmutl10ndxkeKKfkRu1yRGoHV1XVu7iyRCAo71VX3yHQhwaKhjbdwqVFH16DgC0tZQ5dEeLNZLQOqSMSmMkfWsyMa2GuV9g3wCk3rEM2eBPJR7Jk3yieN8e5VXVbfwN+FKo8NnuyfSlU7FMxhUGI0qJB4GoyrN5ogmCckIktqIvq9TwxMnCZ4KCRUEmFbwVFzC+laLYb1KazliZ72R6qnjtL87Ww2W6oMU0A2BdhqYbGunmUtnmuSTuPQ9zh5QTQCCgA5tuxFSn4Rid1hX23ExQGpqkO2GPrPRPTH1WTu/EFOfxCTt4hKKjFPXe7vqeNuerkfmAS3dGJd3nORlHEjRZa19i51npvV3lldDewVpILMvSVkhM+z4HUCLTqdDv5/ufXLmzDxR5NncHHDmTBvnKvuqlXq9si/FiOMRUZRQqThqtQpJkt9ZbObmRsMRRQlJ4vkdv+MMp0/P8b73vcTVq+myr9N5A/1+Azi7D8D7rRqd+Si/aZks5abkRq2UI6Tb0uoYO6DT6Ch1YyXdQ+TJgYSoVfrke6uoFThwcIKHoqolECVSkL7E19Bhse37uE0RPIjUQX6bpLYWW+TqBfnpuByighA1yhq5qqRL0SV9pP5F6iGThNh+CGlPEm3Yqb9FKRNHOTPV41EYZ1FrbebXdH3ivisqHm0AKyHbs+0bmIPOmYh+rQYxnKz12ek1WWgNaNUjqvMJ1/Y6NOsxleoIKuCSCoPY0YuqeBzVSkKcOPw+2MjDBVSI8cDIVzjT6fJwa5eoX+NDPETXp+qTjksDk7EL7KX97w9qdEZRLk0SQCISnYIUSlRPYmgLRbChj0Xk1FHltOrKlpMyy6TWvkukiHFZpR9OdnFPgA6YLPU4DFngodO0NMSChjshOwdok4EQiB9Xh4CXcfuhTOqnNRzVkg1tSzaJX2rAgTnW9h+8DtIQhB3OnTvB3h7s7cVsbw84darF6uoem5sDrl3rsrTU4lWvWmQ0Srhxo8dgEFOpVNnejrlxo8fGRp++VoUbGgx8JgVxvPDCBvPzdXZ2Brz//S8BcO7cY+ztddjbexg/B3sLNfZ8jXMPbhdv3IqBtBjaDiCE7T6YkGZfKCuWnlR2UnpJ9yBJGHQNKmTilnSx89ghDD6svjwuHtcauYGnAAJr5a3fWQ0ypHrI3/M+uQRCvF/kpyOViq2G3iBN2opM/iG5RGWXVPKibUeukwOMvqqnrtJtlFRRLwG5q6eMjcQ20Uxuk8L29iEppahvrNF4I63yXGebvWqNl/aWOFvb4Uxjh53NBlc2FtmNGpxa3MN5z9puh71hnXo1pt+vs73XZmuvwW5UY0iV9L3wqgOeOJuBG9WYl7uLXNpYZL454PoL81zeWIR1ONffZm+9xl5Uw49I92zp1jhX2U5xVY9cCpWQuwQX5jSt6rOeU9qgNASArRRO3k15p5fIVSp2szgo2jJNp2NRrzgOqrohZ2zj5nutTrFqkZCkAA5K+EKk7UoOo2rRfdCu59JX3d9xhq7aWB2K88g4fkggD+QYVr4nXVbUp7qvWn1i43xUVB1yn1VIA3U8+BbgEQAWFk5z/vw5nntujfe972U+/el1ksSzvt4jjj3d7jbeO1ZXe4Cn203odtOZLJV6TLg5UnVLu11jd3fA6mqFK1e2OXNmjtXVPd7xjidZWFjk/Pmv4PLlNbY6TTpLEY8/vMHCIErVmg1SK3x9w/qFszo6fSxeAFokPck+RD+ocS+k1a2FdOcl3QekJ3QRb8ux/It9R0j9oiUd2hNDebc0si9PPsge6fvcIGVGVtSpN2yTj1xvSy+SEDH2tAHINrOyUreAgx65rYbYfegN1M5QlGTI6kaGQet19fc3p8pIH1rZDdUhZ26yetcgJJMqRUkOLGSFFVFcuY1IAdCIosQnU/cs1CMePbXFB158hNXRHL+5+SCbgzo4x1q/xWq3TX9Qpdkc4l2F69tz9IepaCbBZc2IdEMHtnVAwly9T+yrxHGNqF7lY8Oz7MzVeehUl6dGsLAccf70LS5fW2Sr26RTjXj8xAYLm1H+Osl8JM95RAbOROKggcI8B91dBTRYyVpIJSgSDBlA671ijVbvE0mHZti3q+44TOflHQwZrU7iFbfbByutt1L6w9zzpMX2OJCkgVRIPaNBmQZEWkqCqkNswTgJ6ab2xZf6+vU+zz23ytWrXW7d6nHjRo9+P8Z7z82bu8QZuoiiEdUZb75SSdWqu7sRc3MNTp1qMxyO+K//9QpbW3u8+92f5plnbgFPcu7cIp2zETuVBpcHi3TrjdyVz96YHhALBkLGN5qmoVJ5sSc9GHteAo77kGwAsE0OuiDamAhQsPHwkUrbTI0CpT65JqLPFgdDYgvIsKJRO6GJGkRL9/QEIuliQCoSFvFc2VW3J8eJqld/R4qZF2wsIAc42nBVyooEZlddD8aHUOMXJ7n6B3IVhEgDpG2pWwKkiTQna6u71eDpq2dZHc3x0c0HuBm1WY07DFyNWg1GQ8de1KC712I4dPhEgEUq3RiNiaDfqA6pAINBg2FcYWl+jwcXd+nu1PnQsw/xax99jGcunaa720jHYo8Ub24Bl8jdlAVwaAPgfamXFnGpkPoHJGkj8nfRGjv3OQhI4mzAxFJZj72W3o2zWRpPx25Iag20JT0xaUIh2yXIF46TeILdLC4EfO5Uyq3tM0I2HuNIQMIsRqMhKqg/OChpsXmt6gWKUUgtENkXqp2EVMohKcs8/fR1Pvzhq+zuDqlW4caNHltbAwaDEZVKheFwSLVaYTCIiULhlMdQkkC1mrrQ9noxvV7MxsYew6Hn9a8/RbVaYTgc8d73vsStWzWat86yPOgzHFXY3m5yPr6VWohrBGbFPVbsMw5wTBM7hZBdyFhHo7nDWjCXdA+RrLo3s/NQyHOtEpAyWo0iYgdSBlolBxsjgCRn0tlpIaiWeKxUyTdUs++5TARahWGlehqIiN2GAJn17HxTldO2HJCrbgSwiDRkLqtPwJH0aV6V194v0qcoy9vYJN91VjO97GaGqmyi6pKx6lGcCGVflogC0H967Swf7j7I3HzErfU5tgcttvsNokGFJYZUM1ONUeLoDeoMEs02x2/ZE43q1Ijp+xouHrE7aHJjo81wWOdka5fuoMkwrvLe/5+9d/mRJMvO/H72cDNzDzf3eGdUZkZlvTs7q7tFqKs5AxJQNxcCORj+A7PQRouB/gvtBK0EaCFAICRhdhKglYQBNBAkzpCgSDZJDNlFZnV1ZVV1ZUZmZUTG25/m9tTC7IQdv2Eej6psZiURB3C4u9m197V7v/ud75z79E32oyX8OGM5jUgKm4Hr8+H+PuFyXDfuIoSVay7yanZeHdEjNqruXWCsM++ldpeYolO3unk6/HtM6W7R5czfF9srAR0FdXsr4Z46OlGbfjcuAgSL2nbZVkxG9jpiTJfT2121TzD7D31t8l/3P02RNeb5Lurz9PlqcKOZHPNemMeTgZPZLsG821ifQ0BV35cB3qWssOXcy3/zNy9w3YLhsMy5MZtlFEXOYDDDskpdhmVll7pSTHMccByLVgsg5/h4ShA43LnTJY5haalFlqU8fLiH7/8zvr/5PxIXDs+e97jjD9jJezwYHtSzMupIFq3EhWZR6WV+LaGsF6FFm/PAQz8IHdnyTem+G3tFpkeUYk0RKXAGPIq4TOqUxqVmw1Jvm1Otg7IzgfONgkldapAMNWCQ0ZyZl0N0DbqsjnaRfWmx5371v0Pz3EbyXq2q7XNKMeoydf0X8aaADWkchcGJ1DaSeGyOwtfhxVVH2i7D40nz+WuXQf8yNVgK1f1aUmUy+JvWG7hvFuwc9MkLm2nuUNgwSMrokdPUIypcJde4ytyApQ7NbRXkWY7n5uQzi+d5l61gyp1gBJZFtmLx8KtNfCfl+/4h8dDh2azHnfaAnVaPB52DWsgrwC2uri0BPDN8uEtdIXQSOqjdLk35TpoEpHK/9czJkh5VA5nrRa+8UqbD7Kib2A6xRSDCtKYBZBNjol2MJrPiGMu/qZkZjOUY5zRAar3JkmiTc1rEnmjtiG6fdJXQMgINgrRswbS5YwVQImj5wOnpjC+/PKbTcdjZmZAkOeNxSpKULpL8G97EMkV6QRB4ZfSabeN5DktLPkmSsLUVsrt7iONY2LaFlYPfzWAdTr4KaCV53dDKBWt6zQzXyxp+LwIFix7QVZkMPSq7ARyvsenGV6folo5SmtguWFUn4KYl8ICKofdKwFHkNfA4E1FR1lNzrhWdc0I6eulwtctEr9NaJanf4oZYUvuU90IYDAEfUHfYMnrTA19ZvkhPckLd+YvF1EmBJpTjGAH9aV6Fg2q9ApwBj2JQAbd4fjQp5y33TLumoNaAVGDotB/wdBBiA51OCkOL8cwly22S04A4k2d41YmIBZ3kOFaB6xVgWwR2Qpx7rPYPSByHe3dO2KWL4+fYQYG1D36RQQEnTkBrlNeaGo8yalAExXOdgGY7RtUFi4ZDgINOi67BiJ57ZVGIt9x3R22H+m3qRC62Vwo6muwi4NFUpsn+MYDHdbQfTRpFs88yB85NZuosLjIZtGsGxOzbJJoMzgOOpmNFSHIxLfDq4vs2z5+PWFvrsL8/5tmziKTqzL8p4LAscF2XLEsZDmM6nTKx2PFxRJ6f8nu/9xYAk4lNELhYllOOtnbAa2Ucztq83TqpH7qc8oz5h9GU1Q1qykc/ME0R64fY9NAWXbfQ5SZy/LZ+vRv7RzR5uE1RAGaqbq3s1xqPWO2m0ickgJPX4AHm3RjSGYvKW1KQS74OHcoq7gapb5IgTLtaZKQh2gqoI1sk5FQmcJOB9AR4Rvnqr1GD+K8pp0iROVvgfNic6CkkQ+FGtX85D9OnC9RTt+swZLcEHGMgiOtr0XR4QvmuCysjjeEyZ1Er0rj3h1M+Pl3HtaATprSOctLcoQCSawMOKZvTcsubmuUWTpYxsV2y3OL5aUjRtllfmnIQBQR+gpVb5f0ZVe1X1Obt7sm8y0zupVzfWZSPDltVIHcuLNYEChpkyH8d4XKZLQoBv/6W3wnTfYKpu8gafpvbLgILi4DHIi3JZeDmKqaThi3SWFx1oCtVrKnPWmRmVIrpZpH3dNGcK7KttFmlj2W+Eq+tdVhZaRPHOaenCUXBmVg0+4Y3sChKHYfjCFtiASXTsbbmk6YZjx4dkqYZnucSBA6R7eJnKcOJhx0UbOeDskHWD0D71uTiYH5EiFHeDKcyae6LTD+kq4pLb+w7bhIyC+eThEljr0edlVDUtIxqNJ7X/wVgCMNgvpyaNhU3hLAYAbVMROscdKirZvrEBSMZQgO1rYCXE0oQIToLYej2q+2F3FGd+FnjJKDIbMBF59Giblgkn46cp06JPBfhQ3lfrQ54k/Ni8InaTiQIUA5IZtW1Sg6Uqh34fnrEz5/eZjJpEc1sTqc+knWjnM7tOoBDzCZJrfLSbRvfKrCdnMBNyFPouDFOnPNk2KfTTunZM6JjBz/NGNoe9nLBdkuAVbXL/GzXxn2RB9ClRCmL0pc3dfcmAJEb1xReK43iN49cka1eiZntbBNbfZm+osnlYvYl5vZNjLiZpt/cp6k9bLKL2PRFwQlybBPg6Huh25tzdU6ZsBD6OkW7oa/Z/G0m5TR1IeIClTas3MGI4XCTnZ0pe3snfPnlCZubHT755JDJJMGyvjnYMC3Lyo/jZLRaPv2+z3iccnwc8fjxCUmS8sYbbW7f7hLHWxwmh9hWwU/ffkz4i7jOQChiNqFVtUBPEJl2eejz1zSRyYTIMttYrzsHbdq3JmKfq+a8v7HviGXMz7WiaX+zwVbCR4BiUrpQ3E7pOhAKXV5UrScSd4VoMwREaLeLT1nHPcpkXkvV+l3ON1xSvyW3hk2dOEwYj6+pgcEY2Km2ccpjDao8XD0g3oP2ETUw2adO1d2hnmtFbo9HDWCiqrw0QMJ+CCAJAWuVukMNqEWlVQfqSaRPXr9X/ep6pHFtUbMrSXXileh2OPbYGfTYDzp4Kzk7xx1S2yKK7eqWXYfPbjKLDBdymNDCdRNu9WaERULago8Pb9FZSkgsm++/c0D8lcMhbWy/4Kd3HxOuVQ9MAJpoY+ZOTcCYHgiOmU8SJtEr2hUiD0W21QJn1Hoxh3m40BRqezV75UyHyWxfNni8DvtwkaumKULGdLeY5/gyNR4yQJF3v8ndYjIkl5l5X5YbS53XhUifa5ruZyXqbC2E4bDFw4cpw+GUjz/e5ehozGefHdHt+uR5jmWZSXK+vUVRGTp7cDBha6vL3t6If/Ev3sd1be7cCXn8eJ+trd/l7R/9EdtbA8Inca2i96lBhvikZeR20QM1K2fAPNUNNXKDy0U5ScP6bxOydGOv2MT3LZkx9QhQi0yNFN5xFVrh2TV4FUAg9VFAxoz5jkaPPKSMgBHpZMeUrg9hI4TR0KBGH0PTvSLqBPDK/jyqzitKarJAPBe3EmgL9epQEzpjSnZBokiE1RAMobUdsv1t5gHVmckoXrNKVddV5OV+ROhqUsAS9qszIwYwjD0eHm0wjFo8/Tpk9+slimHBeOJVnpSX/0JOZwEnUY4b5FhRl274nB//cI9no5CDtMNWf8jbwUnZfgUqo7J8lqpPWP0/uy8Y92eJ86ZBg1lPJeGadgeakVYaDWu3jNaDXM1eWfSKrvsXWVOH3wQ8LnJdXBd4mAyHeR7f1u3S5GrRx7pMn7hoO800moNnE7Pra28yLWMQiwA2YGcnJsvg7//+BUlSsLzcxvNcjo+nuK7DcMCzheUAACAASURBVHjNMJUrmue5zGYZh4cl8Dg8nPDOOyusry+xtASt1n/Fg/X/Bv5cXaRchDlChPkESE0PxaTapIE2KV2xpoco5XTFu3GnvOYmadB1qKHk3qgQgCXCDNXESuZMQfFZVSm0O1zrLXRo5xnVWJlm3wQoCFsRqeV6IjRobiiFVdHztTS46AW75JSkiuQMa59Qj8Zl/wKAoI4e09enQ+jkNoqoNaBiTCJqdmON8l7uUocqd8FKS03MKK5PEuZdoklV3OFsMridZz2ykcXff3kLt5Wz5kac5G0GqU/PjzmavOyu0cJ1y2nuD6dtvFbGOPFJHIfbKyPuLA1p3cp4sHJQnvMWNVskAM3McTAnIBUQYCYB09dhshmyTO+vKbeMAI0mV03A+X1ebN+WP/pGdpGHLDM+2kza/yIsar5Teh/mPs0yZvmmYzUd+yo3s6kN0b8XXZPJvogt6stCsyD1dTS5pZr6S61tgRp0jEYWJycWeV6QJBlh6PP++yv4vku77VYhri/fptOELCuwbYsw9BgMYra2yisNAofRKKlFbJK/QEY+kkRJX9iiLKNNqE9XyEVpbs0b2wQ4TPs21NmNvSLzgLeYp6Wr4ai1oBUo4nlWTDrojPnOGubzPYkQUtwdGXW+iZPqs1etP6VuYGS9nnI+MvYvHbKAGxGcTup1ll9uIq/STnV4SVwaAYd5tVAyfQpoEZHoEfMhrXKLJFvppFq/X20jyceKiTrKHvBUbQglyJvANJ4XfkPZDmhgJvfvaXldo32Pk4OAPLJIJg4b/Snbt4b4QYZr/YZeyqxgmnjYtkWnlTCetohil61gRHCcMnqjSmi4RQ0gfWoAp5mtBM7nLtEhrE16DM246QpmAg8zg27G+WOg1l8PoL0ypkNsEUNxkWlBpezDHHhexKRcptHQQmoN+EXnpNsHOYfrRrOYZrKc5jU1gRE5FzN4QuqoLDdBlNRbwbWyD71fM0jDp2o3/lPoPrV59Mil18vZ3x/i+y7Tacp0mhLH2TeOWLnMJJtpp+Ph+y0++GCVbrdsbaLIodttQfcB8Ml5sahoNuTlFTeLVBQdPivl9YPS7IY8LC2YM31hTW4YzVAKC9Myyt3Ya2IyCpfIATXPiiWsx4Azv4llczaRmWbapLMURkJeSJkvRLJsOtSgQKJVmupapvYjQGKX8uUVakJShst2Ak7kHNQMtuNZGawiZMHjapXMMXdC+SrdHsGDUfXqSLZU0XdI3Zep5sNqo41qB5K/o08tcjukmtr6RRUWK4rVqjOMBzUA0yzKpNr2V9ST1GnXTnW93VHMo71VetaMp6cheQQHh22sBEYzD9dKSIuXO3qaFS5OFuO7M1baU9pWwnvZEd0XCdOhS3clLrHsjJoBWmPezSKgbQnmQ1vlt+iNutRCZp24TjKMSs4OrT3SkS/aBQPzFc4ENddjtl+ZpsOk9r+Jy0K/u6ZdBGakMzbBR9M56AA46SN0ee2mv66ZQElAAA37bGIk9Dlpk/bEHEDZ6vui0Nym40IFOnr/BdvbPr/4hYXnucRxxpdfDphOE958s8/XX4+wrDLktXi5sg7yHIbDmH4/4dGjA37wgw3efnsF17WZTlPeeacHfAjRJ+X5pmVK9NHMo+vEbLsDwjSub4CI9OShSuMuZvrmTNMhgdoEtemK2TTFfRNivLHXwArOjyTlzRVRg1sJIY0smtrkBZWXVVgNDdoF7Yu7RbYTlsL0twqgFmDRp+yEdYRJRq13GlALL8UFMYZplcpByAc5NR05u0uJHzaq3a5SQoNwAlaX8w3zkDrEV9gUsYCSzMirHQ6r/yHlhXdezGlNznRZkjRL5ouR65FBhzCewnRUc9Nstwf8wr9FnsJB3KYooNOJ8Sc+RQFF8fJfyhybLLeZpS7PT0N+sLxfEjW4TLsu7yTHZUGlAxiOPXYOeoz2PLqzmO13B4RhXF67B+dzaqTMNzSmbkO7XFzjozVIi9wpTWBD65kut38Szd1FePS6bpBFgkrtZmkKm76qNR1bv3umS/IqwloBcGYysqu4lXSfahvlTIalzAH0XxKGq/z0p2/i+w6dTovZLMH3y4q4vR0SBK3fiIuljGQpaLUslpY8/uzPnvDv/t0j4jjlww83CEMf+CmclC/rw2iDJHfoOzMSHB5GGwwz77yKVm5A0znLeqGHTPbD/K3DEZsYk7kLovat3bhZXiMTTYemoqGOJBBxn14egOuVuRVcu6YaxWUiz1+7AKEOJRXL1bcAW9P1p0ciWoDYYl5jGFGPqqUBOYF4VOKCfcq+TaY3OamWiVfnlHmvyJeUTMg+cDyiRCWykbAOe8xPOy90ya66FnG7xNST0D1W28oJTarPfvV5Rnnisr+vqxN7VC0XN88phNOYn77xmKHrc/fWkEnRIuzGLC9HbPamOPZvgnosSDML24aOFfPx7ib/26cPOI58Pry1T9iL6wn7KAdND3c2SCKHfmtGUjg8fLzB8Nir3E+CQk+o50PRYa/6A+dBBpxnNJp0Hy7zAlK9Pz0sv5q9EqajzLgwr2nQHdw3edxmckltl7EolzEeixJnabbmm1ZRuXYZHDe5iUw9owYGTZGaMj+guW2TmfIGWWYO+Otr3QPucft2yB/+4XtYFqQpHB5GdLs+llW6QT777JA4fvkvruPYhKHPxkaXtbWAg4MpQAU4ImALlmDneY92kdJ2UvCgnaVgw07R44F9UO5Mh6+ajbYGAS2jrJR3jDLa/dLEmOhtbhiOfwJmJv/SwlFxuUjDrLKQSt1qyr+gw2QFVITUnbSYGesurhSHOnGYFk5rUameH0WOXwk1srz2OgrDIcoKkZZIkkyJqN1i3gU7rpYxg6UZeH5VYI15OldEo9Jw71OObIT1yShZD62FQd0L2X5I7Y4QTckptVvJpmy25NgdYAC3N0Z85D1nstyCacHBUYd4yWbNjcDe5PFhi+slBbvMLFJcbLtgYynivdUj8sLieTuE7m6Z0t2nnMn7CHYmPdqdlPZK1YZ1UyhgZ6/Hg3sHi/VDQA0eDqjBsE4jr0OR9TZmqKwADr1P7ZK5vr0U0GFZ1v8C/CHwoiiKH1x1u0UuBLHrduhNeZz0vnQHf9H5LIrq0DMxC2gSsCDHvsp8ZgUeOT0KPCxibAZYxHN5fkw2tAl4mOy8Q9k4NOXpMU32F1MPfpr0k73q92r10RaGPj/60SYvXsSsrHRJkpTnz4d0Oq0qbPblW7fb4uhoxi9+scvduyGe5/AP//CCn/zkLmcNfQCjgUffmpUvMeWqoEg5nfn1OycXrCfOukxwY4pRTZOHdZZNjcXqXb3/GwDyyuz67Zc8THnbYJ6ehnoSEaG2KXNzSMM/yud3JR1rU1i25PEQ8CuiTJjPkisho2LSEcsoRERpkk9jX5VtlYE3olEVMmJMPbHshBJk5Hg8pMcQjyExXzPgHjGT6lACUt6pTimfwcYMluRcbUqXj7iHlqtr26022qDWfegoGHlPcmq3ClXZHWo2RUQn4+oax2pb0YtslWVvhWOS0GErHFNkFsOBz2EU0FuJsA6XKF7yuLzlpXRXYz49WWUUtWiFGdvRkJ1xjwf3q8FQpakZ5R79XtWGtctrCJaqNiwGWnmVWl9rMSS8Vac6124VU/wpQMOMSBG2btHwVY7bBFQutpfV1P0b4A+uWth09Us9XCSYvGy0DucZ6m+6HzkfbYvAUJNI8zIr8MjYoMABZtg4pGxQVG+QKehcxN4sYuP1FAP6Xb2uNfWnJQCRillW6u3tVZKkYGfnlNPTaSUkLch/Q2rSo6MJL16MmUxidnfHDIcxn39+zHAoAqkUAui6cTlJk7Iod+m24uYH2IS8zApppkwXE2bE1ISYt6BpW0Gp12Mob+zl2r/hGu1XadqNAueV/dqkEZdOIaiTeGnTjZimgqXjlRGEWQ9FkBoYZXT91cmlVqttJNS2ijQRPHNYfcaU/bcUKQkEj+cV/ZAyI8IhYoMBHhl1Xy+XI3nHhkAh7g1xh5hgapnSRRKqj1yHOdKTdRpYCXjpUIOsVUrmQHJbhMBvUeYEWYPtlQEHcZsX0y7TuMU0c4lyh72DJWzn5bdheW7z5FmPk8Tj2bhL0bH51f4qv57268npEqAP3aWYKHFLF1gFmqKZS9ev2jBLLl4+krBukQZD/vvqvw6R1dsIK6LnjXCNdZH6FpBzub0U0FEUxZ9ST4J8qckYODc+YtoVflkEh35HTbeDjkLR5rB4f3p7PVDV+zEFmvr3RenEy/PtAWlFtJWEm0VKRm8uagTm2fqLonH0OTedk+5bzeuWwU/TfnTfnANbt+AsPr7qJcPQZ20twHUtHj06YTSKOT2NcV0H9yU772wbLMsiScpImfE4wXUdfN9mZ+cU/YJt9wdMM5cpLoUD09RlmrlsdwZ1g7RIoKMrjn4oOedTUsvN01N0NwEI8yZn3ACO74hdt/0q69gS5XsgvZ2OEjATK8E5RkT7lHVdgLp+ymjfoexIRZMh6k3JPyPba4GpGZklp+BQ05YBtTtjXOOBIWVXIwBEImBjYEKPmBSbtNJGpySkvKDHl9Taji8piQvRhIhOdS7fjbiTJEy0T+1OEdpY7o/4dCSbqUStaGo7ru6TPJLb1WcLeADcpwQgneo+diB0Y3r2jL414fAkYDpy2NvvYmU57ZcstLLIoCiwKUgzl4NpB3eQ029H/Hp/uQZSVXuw3RowPXGZxlUbNnCZzly23xxU1UnqXTkHVg1uBVSYQk/5nnFeQKrnapFtUOUz5mednan/39HoFcuy/jXwr6Fu78UWPdpFbIVuvxeFv2rG+tvqPXJVTt5zDUL0epuL91ng4TAzPIUpRVVRdPTlonNt0ns41JoxfR76/BaBrKvc5xCqEDg9wnMZDjPG45Tbt3v4vstXX51wchKRptefyv4y6/U8Wi2LNC2T7Kyvt3n77WVct8rRAZyBIT/mw84+O1aP09Snm8e8Ex4TuvF8tIA0cGKLKosGKKaQBvXfVPOa5fRvU6R6Y99Z0+3Xm2+2mQ8rnDEfogiLgUcFTNxN4KQUA0rnC+d9wDJ6kg5VC5b71XoRWgjA0K5DrVWSet+j7sQdykZjGdZOYDgrwYJUZXMweILHhBkTSpTWAzJSYnxWq9OUvlPv3qnKnl3PRvURd1KHugGTKBf77KD1eyXZVvW1QZ2YSO6F7LdX7UcmohPg1anLjZIWtzanrE4j0lOHuBjxy+erjDLNCHx7WwlnxJmLbZX3dbM9YbkVEU8c7G4+33YEEFK1YXGP0z2f7p2Yd+4dE3aqNswzG1iT0TCjUSSZmG6cNCuigYnpnimZ+fKjfNbfwP7RQEdRFH8E/BFA17IKmO8wFwUFNIGKy4BC034ucqlfph0xBeWesU7ed82I6uX6OAUx50U4LpYa6pjp0pvuh9lXyjHlXWvSMeqBlTZpq0zPnZTtUOk5/hOAnwP/jOHQZmfniI8/3iPLMjY3O0RRwvFxxGAQEUUvvxdN05yVlTaWZdPr+SwteQSBQ5pmZY4OToCDsxFS6MY86B/M+4Ll5ogITabWloZKj5xM2kn7AcXEL22yFRpQwPmMqFr4h3GsG/vOmW6/Pvpopagnd4N6FCj/he2Q8NnUWC+U9nrpk3dd6Er0gVsCERk9iOtOAIdQBiI4lYGuDD6l15e5RnQIqXT4kuVS6t6zap9bYD+upRSiYZX24Qi4RcwuLi3Ss8ShDi5bxLxDTWCcUgtMz9jqPnUUzW3jGk4pWQg5n1XqhlcG9HINWkwn73akygjLcVKdtK3u31K57+Gex860x+jE4+H+BmEn5v3eMV8dLpP4NqcTn5crIoXJrEUYzFgLImyg78UczwKCccJaO6ppJvGaOBD2Yx7cOSj/36bsOoTJsgdlRNQZSBAgLFlJYT5hGNS5OsxspYsiXKQed1X5RSG3V7NXlqdD2yJ6f9EAsEkQuojxuI5dFXzIcUzWQ/dTZkRIfYwB6VnWnLKRKXBxOT5XVoMA6Z80q6JBiR6ga7eM6Soxf0s5Mc3siJ1puapGYTjc5+HDNu32Oo5js7HR5fPPj+j1AobDiL298UvP0QEwGqXk+Yjbt3tsbXW5e7fPeJziug7LywFnLewp9cRui8xhHoDIDbSp1f8wH9Jk3sRFqmFZ5xjlMvV9VYHRjX0HzaIeOZoZGvV/8bPDPCrVDXpXfVf7tAA7bg6JlXopokyJQhESRVKFamrWp96XjPSlcw4oO/glYB/uPC53N6Ts4+TQ0mW9yYApG1Wbk9KvruVdjnmbuq0QMkPwTwi128PnzL1xtmOd/ErQjkP5SntA2wY7L8ONJcmarBc6RUJnhIYRICKumGpcMpx4PHy6QbtI6d+eESxnPHnS5248wLMSHu9uklsv/wWNYhenKCCzeGN1yMbKhGVnBo5Fx0sYZh5hK66ftQAlnY9FJ3I6m9pez2asXSr6o1OcS2IwnVisaRudbVdM6zto+H25vTLQcRW2YhGQcIxv1L6uAj6EKV/kcrmKyXGa3C36nEy23iLGZZ+MHgV+9f94jukQW5SrQ+qgHiTr/rUp06gGRhe9ThexJCXo+JydnZx226fdbmFZpbhzOJzxH/7Dr4milDzP+E0Er5QaEZs0LXj2bEAcZ/T7AcvLHn/6p4/5l//SJQw/r+lZCdETMyucDMsu8mXpkZXcVKiBhDT8TWIc4aj1OjP0Vi+/sdfITJ/4iNpXHhjlVNruOcpbvnXHULkv3SqSoVVVNF2n9BTwpo5DM3VN9VbqvGw7pAQd1WywziG8+RSmSTnwFmnIpNrdJjGwzy49PHzaxNzhmLvEZx4O8eAIFugAS13gVrVwi1qj4lBnJJX/cl5HVTkPCPM6+setOsQ0np/YThJm5ZTARrwAOpQ2g51HPdpuSttLoQfL/YineZc//tt7/PpgmXHcwnVS0uwyhd51zcK2czY6Y45POzxKbN7ojfhh54BfP1smPI752e0n8+JZaYcEfMjzjYClHCxdv6LqZoq4UzQaOnLFrLdNrIU2vbzJLWOmTL/cXlbI7P8K/AxYtyzrKfBfF0XxPy8sb/y/jGHQQEK7MMx9NDEfYk2aj0XHNZebekOznGf8l7oigENroUCAx0HDHs+bMBnCIMpAXHRW0oSJTkZYexmh6OVNwEPup44K1e+/6M3u3Kr+kDIaDej3NxiNYsbjhKOjKfv7Y1zXIQhcer02aTphOn15dIdlQbvtkqY53W6Lzc0u7bbLnTs9VlaW+PTTAzY2xvz2b/9HwsNqIz1jpkZf5gNvym+jl2kAArVYVLMkmn6Txl7MzJWvH6qUv7FXZtdtv+oWTI8uhakQ4KFzdujoAmnAR6qMXm64YtpAewQv1AhYWDQZbSTUWTy15kHcK5JgTDdsEuN/q1q2RMmQhMBfQzuHN8ew9rR+DUQQukXMuxyQU8pKlihZEZnVWvSu/WqZ5VfnJOchAwJhOjLqBGayboJkIyzbHevN6v5UvqVY5TwR4nijul5pAIXlEOajem9HM49+ewZvwChscTBqsx8tYd22eMMbs09IljtYcUHx0lwsOZ6bkWc2aWbzRn+IZRWsZRFvj05IE5v/+/gdPjg54vbGqL6ekHk9CtXvsLqXnYliPDRtpKOltInrxczPoU3X20VAxPx9dQHfSwEdRVH8q+tuYw4Mr6LR0Dq+RcBD9rdo20XbNTEfVxFYmuelNUx6oKzdJFexJheIMBcaNAhY0CbAQ95naNZsmPfRvC7pswMoWxUAyiRgUXTM7m7KykrA6WlAnheEocfJyRTHsSiKlzu9veuC69pVVIxDvx+wshKwutpmMIjY3Fxib2+Xf//HHltf3KY7iNleGZR0ZZO4RiNKqFNHm8yEBhZN25n6Du131iDFMZYJaHkZfsEb+1Z2/fZL6rUGFmJaMCSuFTMkUSNaHQGgG3AtTHVLxkM3UtqHKj6NCbWbIaHsX4QJEDefNArafRgyn/xnTJnNsw9LLViqJmGz83ouMrE1apARUHsEAkq2w/KpR19HlO2IuD61ZiVCTdmufm8A7irlPDdKEOmdlP+Lyfw7Ky7NVUo3q4ThiLxmFbrDmMh1ad9L2R11yVKHN2+f8nm0SjtMcdMUy/Kx7JwifzluFsfKabUKlqwYz80J3IwVP6I7jjk5Dlj3p6xnE/70821+9HSfUdujexyz/b1BKRyFOu27PKfl6r6Sg6s1RFIvNZsRUM8eZwJcqAH0ibFNqv6L6XpvakYut1cmXzMfpekyv8wuc9cv2pfpihBr6ryhZiPN/TcdS9gNqBlN3a9c5fouOnfTrXuZi8psn+S3CTxkeZOW4+yapFHAZXu7zXSac3wc0Wo5xHHO1laX995bIU0LDg+npOnL7UXTFOI4IQw9Dg4mjMczOp0WUDAcxqysBPz61yOGn/r03RlJ5vDwYINh6s0DhSaEqy9aJzfRCnqhi+Re6Bu5CO0K5S3rYmOZlBlSjtBu7DUxGf2auQoknFDyFrjGOp3fQIcousZ6KaMa8pCyF7+obRfV5zI1JSp5K6CupzrCd1WVkdwY28APKTv8NUo25B6sdOoiy9W3bG7Kos7a2YSy45csY3vMs4JyHj1qvYcwiS0qwKFBmnR21b2zOuD1yu1F8S4DBAmvDdX1ObD97oDpXZep4zJut5i4Dt56zvtvHrF8Z8pg0iLLCoqX2IRlhUuSQm9pRmLZvBh0KOKCdp4wGnrMDh02T8f8/dEtkhOH/nhGMnB4+KhKey5AUTOjc4mYtFBZIKAZPSUPQeqXCUxc6sphaj5S5hu4pvTpV7PvhGa+qRO/Sgc9V7mp+5OrMCdN4GMR8Gg6pybQJCbtgo56sY1lTXbZNWvWXitAtCxBrj1hfkAj26PKXhapOTeoX6ZKoOUShi0+/NAlDD2OjiZ0ux737i3z+PEpWZZSFPlLD5ctCs7mXoGMg4MJk0nC3t4I27b45JN9IGOliEpXjJ/SdlN2znKqGhek6WmM5dr3ZAKSSJXRD0P8aFoDolGi+GP1AzmknvzqRtPxmpk01tpnDudRgVDdugEXECLbrnN+vhYNQIKaQpde33x5pf5I1Iu4L1rU6GCjWi/REXKqDrVb4xYl6NigzGshxwvKb/kpqT5CtSsdkBVQ5a4yR20+dUbRbbWxhP/KeyL0yZmLwKT5DfDh2eWBJZdVpPaLOs5tCH8U8+EP92kFGVlk4bsZy6sR05bLo1+v4js5SWRTvOTuMcssRpGPkxcUscXgxOc0aXNYBNhOweO8z2Yypj1NsY6hHaW0T1J2Dno1CBP6XLuqPJmFV+7LTP2W1G4CQJp0GajymrnQmhApr3uaGd8kydArEZJanB8cLnKZLDLdcYqZnbbJhJvL5bimmSGyGsGbxzTPW7b1Od8mSH3RGo/rknfmPqX90fdTH0uDMBGyZ0Z5p+F7uSov7RY/rHZMF3hMGL7LRx/l/Mmf2KRpxl/+5VO++OKYo6MZSVK89FlmW61yf7NZwvp6h8kk5Ze/fMH2dp8wDNjdPeSNN4aE8sK5ELRSTgf+vJq3SSWrEaEeqmkUKjdWZ1MzgYIo7qTxlGOdQJbXh2mcMuEq/sUb+46YtPo6nwGUzWlmrNOjSTjPjkgTLAJA+X+g1lfLZVbRXl7vLqcEr1CDXu3jECGG5HcS4Cwz1/qUbgi5LKp1ISWYvkdZp78sv23mJ7GtUnwQUs3C7lfnIayLnJfoE6AGBHuUoEBCXHK1XUj5DrXFxSTATRJh7XIO7HUmdR8r4YWarpXlCYSrZSjqcj/i//qzd/n3/+82xwcdnu93SWKLNH+ZgKPAcTIcB7AKkswmw2Yn7tF3Y77fGnDqtPh8ssa/Sv6hbmvGEEQpp7lfuqXkOYloVkR+rtZwCMuhw7OFQoJ5rUeTy8RkLkRzhPrvMp+r4zWJXpEOsakPMK1pmWa2L0r8Jdtf5ThN5yim9Ycm+Fjklheg3xSwIODjugNc81XQOkbN+DSVQZ1LE/DSgEhvF0CduZATwGU4HPHkyYz19W2+/nrAYDBjNktotWx83yFJXl4v6jhg2+B5DsvLbVzXYTickWUZH364SVEUhGHO3btTho98buUTyCAqqrTnWtGrL/qiipNwHjzoGzUxthG/tPx2OFPLZ3m9OAOcCoBYdjnfxYXzNt3Yd9AETUunp0NnmzI1LkrApLfXPnQo1RPSg5qNflyHzUGdxVNCZXV9ks5bpn+HuhOWeiqJssbMm0OJJKQf+49wh9KTIdO2CNPRQgEOET3qORlESyLvkoAhUcVLYyNJ0M4aTbe6F3JfNJDT9yQAZ1KekE39LQyBnIO6P8OJx5O9Pm/aA6LIZZy6DKY+fpBhRyUz8TLMtgocGzwnp+skZIXNLHcISAmWEo6zNplr81H6NZOWV4MlHyLXpbtsRDYKpST36gzgrjMPcGWd1C+dv0NMg+KmDKOmiwb1O1P//5GjV76JNY3wdfveJMJc1I3pwehFAtNFy0xGxJQA6G+93uwrFvUd+v3WLv6X0dfoyBNtmu0XDaPOTyUDdq1vlHNs0kgC1UjlGeCys/MV7fZdjo4y3ntvjU8/PSCOU548OcW2F8WhXt8sq3SrlKxJymgUk+c5vZ5Pt+uxstLmn//zbWazjGfPnnF8ElBEEKUu08LlnU6V/0QeAupitYkPXB5Si/NULdT+Zqlssi/dLlSNf5E0kyGCaQR8ZE2V9sa+wyZT25tZR0fUsZpam6E1GxpYmFECerl2v+hol7R0JUCp7IS6Hm5QMx9Sf/vUecwlVegR5eA3p6YsRAch/wU47Kt178DSJ2V9lfniBHAsyWUIawHzDWeLem6UlioTq2Va/LZafc8lvnKZny1VzJj3Q8JqZFK4Zc4GAGdsygR2vujRPko5etFmOxyS5g53pyMeD3o45GQvoYW2ScGCLLeIY4cX2RIr7Smhl+IVCZudKe+1j7gXDoif2RxHAdO2S+CmRK7LNHB5Z/O4Bn6afp5z/lSicAAAIABJREFUsWlQa7IWZjdv+r41aG4CGWZ9FXM4L0i93F6Ze6XJmtwg+rHrvmIR+6GBgekGgcWgxNyfdOI6HFa76xdtZy7T25mBEdftlk1BqrhNtDegCaCZ56OvwQzMkOvW1x9CPd1sVcFGo5x+3+bw8IDptMXJyYy9vTG2Db7v8rJECuKisW1xr5SVO8sK+v2AooCDgwnb21NGT/+KsDXjNPHptmLeWT4mtOJmt+NltJCcvkwxLtEBWnGbqzKnantKwIGxKzmUsKLSHl/XxXZj3wVrGhEuM+9D7zPnHpkLjzUBy0X+dZnjRTrg3aqIak1EuN2iZCcEPIiJtiNnPq9Mi5q26FCzAyJw7qjyVZav1mm5uAOsCVtnuv81kPGpxa0taoEr1H4ZcQdJ43RWJlI7lqytYiIwVfdK+7Blf8KqyDUmwAmMnnn0pzMOD9sUE4vPnq0RBDEFULykSNkcF/ICr5XiWAVFbjGY+WSthLe8MUlqsZuGfOAfM/I9fhS8oJVn5dQN/Zh32seEy3F9vyRviYjckXuko1ey6vcyzeDBBMAm2yZmammchnUmkL7cXrl7xVymf18UxdE0spd1sLgxbwIK0ofo4wvY0B291vAsGpwuuiab8t3Trg3dF85otosiZ6C+7pZRRkDOmXuE+XuuE4yZOpENta18WIfhwGPnkzuMRiN2dzNOT79gf38N215lZcWn1XI4OZnS7bqcntah9C/D2m2bOM4pinIG2zS12N8fc3AwZG0tYnn5kKVxwu+9+bicX2VMnVlUGiBpPGVkqIGHpoBEGAr16E/n5ZDYf9m2aii12t0UmmuW6SKW7cZeF9NAQSdn0lEEEbWyc6TWabAhvvFTzo8yTf+6TvgkAKR0d54lzCIALypDbGUW0qVJDSSgTkEuu5RcHVKn15gXnYnOwgbeh/YutB3o7QCrYMmc9hI/qxsd+d9Ty/vU9Kykbpfwz4BSYHpY7c8LgKeULha5F1qYK/doBJYHXtXo6NDgimUZHnjsfNpjNPDoDmOsnYLDtM2+3aHowEp3xv6wjWMVOFZBMhfj/m2swLcz4syhIMemIJq5HBUBT077tDliOPGwg4L79w4J7Xg+2YnMU3OLmi0SBscVBKI/YlJfNEDW7qmm1Oca/EY0A48m4fRr4F6By7UVFz1uk23Qo/UmN4s52r/I9PuiGQFtupM3921qSBaxIQJeZPqPRcBjkck1y7F0OgoBGPJtnq+pMzEZGIno3qBiJyOPh19u0F7N6fe/IE3f59/+2xe4bo/B4IThMGZpqcVk4jMcRoShx+Hht0cdllV+kiQnDD0syyaOM1zXZmmpRZrmPH58zMbGKX+w8Zgwis8/AChfUp2x0bxw/aDlRjpqmyHzIWoLqCXLhjg/XwfNemE2Zzc60tfNhMbWphtu1G9pqPUy3REsUfaw4s+TBGMOJRgxwxelc0kp/fgV8Djb/zpY6vysDrQjiPL5xkezetKQ6NGb0Bk6fbo0Ci1KF4homWRUJRhLU7ySsh3qaBINQCS/iJyTnJfXoXapSHSGTDyjwduIEpTszjfaHmcDj+HQ4+Felfr8jRlR4rLLEn/35BZJ2+YwWmK9O+Jk6tFdjhlPxXVQ8O3mYCloWTlY4FsZrlVQZOA4ZetwmvgMshbDyOMPbn9B6Md1KBDMJ0wT1W6l96jdT/ItdUbqhhklJZO9meybmBlG22Qm05ReULbZXinoMCMWL0pUtWg7AcyyrelikW9dvgkEyDYx8+ck7kjdoev+TLsimwIkTDOBjDAnV3VGyLHMmXpNAags08ubgJKO1BFXrgmYvD58PurRvpPSbk+BhCDwAIs0PeaNN95jMokZjWI6HZcvvywZifE4Jrp+RNWcFUU5iLNtm36/w2QS47oOYejj+w6tlsPv/q7HBx/Y3P5qBDvGTdGVqknToekf8X1DzZJHDeVMLJWXLEfOvD5jEdjU7XGToPrGXgdbpC9oAh0Y30vUDIfYTH0LA3JK3aBroZ9YPdvzfKijBiAiMDyAcFILTmXEoqNgJGqlpX47lKxDVv2/RZk4TICIpFGHef0G1A2QNFqCG6i2F9Aijc4EuFv99uT65LqXmDcdOXTCORMBbSWO3Tnt0Q5T2nkKR5BFFseDNkVicWd5xEne5nCwwnu3jzi2Ao5fBCSkJDjfIitpARS4Tg4FBH6KmxdkqUXHScgsi7A14/fWdvige8jtYlTeA2FV5RpgHihqf30rV5gopZ75T5gMcUvpkGx5UAI8dJ3RZtY9mK9b2q4OJV65bl5rYTSYcBZ8TNPuC/3R+/DU75bxMQGKkFVLzB9PgPkil42UaTrfpv/6nRf3ZdNEyrrPlOPLe2y+09A8mBeTEHidRkKWyT40Zj17zQMYpR6BlyIQ+8svf4VlFYxGMSsrbX72s7d4661lkqSg1/MoCnAcu5ov5dtZlpVMx2g0w3FsgsDl7t2Qe/f6/OAHm3z0UUJRFLXv1nxwcpNMasemfD8lYZe84EfUWR31g8vVMrmJlahUp56/SNCsT03ajiYgfGPfZXOohY1a7Kkru7xJUq6vymVGORmhigBCaslatd0a9QgVdSyJ6tCJxnQiMs2IBCUVb3n1OyEjIPEld6jfn1Atlxw9clq6/9+mTmEu08ijyoogdY260ZIGT/avk+6Jwt2Gef2LTKsOdUsp1yl5Tt4CaxPaXn1rvfI2jXKPoJ2eTX63O+rSImM8azHE5721I+6un5KlDr08puvOaHspdgUcvplZgMUsdZjMXLLEIs8tbKDrpvxw6QXf6xzzUec5xaRCDjJ/jBaui5ZMGmxpq2zK59ko/BR3nXah6JGUJArTGiRU2ZTzIy9UuZnabsQ5Me8F9kqjVxZFcFyEhK6KkkzBqRn+uohll3MTttAc9etR6lwkgnG8i37r89Aspxxbu1P1uWlwo5ebbpYx84BKrkMP8KXN0X2nuFWFWT1rdwLoBjFR7NImYzTK+OyzjDA8ZjJZ41e/esHjxwOePRvy/PmAXs8nywp83yWOYxynBA7fxGTiuFbLYjJJuHXL5/79ddbXO9y61WV9/ZQoekq3+/Pz/gzzoehsoKLV0C+y1mloiihi/gHKTcvrcg5le9HkUhHT9ceM4L0JYHmdLKfu1Kt03HMhTqnxgTqU1vSjj6mZDZ3UCbWtdnhKrZJ9i3hVsy5ybhF1GCWcdeLdp8z59IO4Li4dnPQ19ygBuMyFIstvVbdhgxpMTCgz60pl1onFpIwwHF61j4RarHqLklUZVpfFpDrX5eo+i49B7sm71HG+B5yBrFS5KFbLot1uTJS5tNspjOHwuM3zcZeNlQkjWnz2xSafHq5xMvZx7IIgyEiKlGnSoihyLMsiK67S+8y7YywKbHIyLKK0RcuLebt7zP3eMXkOtxgRnbh0ieu5b6TR2Krum+RdGVbL58R4TVFUko2pKfQV5pkPWSf1UiqCzvPRtA9t13OvvBKmQ5KDXZdSNt0JlzEgMrjVwF6zA7qM3pcIhD3mWREt0xG3SBNzohmNi26wyXxItJl8aNinzflr1tdj9rP6+ImxjayX0bYWPwrwaFU7294YMJ26TKc5z59ntNuQJBAEBXt7B7x4MSbLMt5+ewUA13VI0/ws3PXbMB5B4LC05LO62uH27ZBeLyCOUz74YJVu94jpNGJ7e39+oyb6Rx72mPm04xL3jnEDoA61E1sgFlrkIjGXmVqkG3sdzaIZQJhAA/VfmArtJlkkJReaPKMGKzIqnVGH5fqUSED77+F8JklhQjQAof5t2WUYrtnQrVK7Uc5me6XOHKj7moxa6Hib+XlUdGNzj9q7JO+cCMw07XdS/S4kC5ZoEuTaZNTgVjuUuVnSMqpH2Jrq+NsfDJhmLtPUpYjhOPGJ2zYrmxFPj3s8H4R0/YSV7gy3KMNbbbugKHJy7GuQHeddMZ5d0G1l9NtTPtg4wnXB8nNa7Yw3l4dM2y7bK4MSwEmq+9XqHkmnoP340ljHVFFLmnGA+bok9UebZkakrAYUmukQAbT+CAiW7YRVuZq9ciHpy2p8rwpgbONbn0PG+Q5dGEDT/dJEo2vGQodKyvHMcFttAi48ylfJMcpqLQfGcmEqtQtJIsWa3nt9vfp8M2pXriQI7FDuJPRiPvzePjutLV68iLh7N+DRIxvYx/eXcd2MJMnp933G44TlZZhOE1w3qyJOquNXF5JfcWhv25BlGY7j0+u1CIIWv/Vbt8jzgqKwuHt3h/v3/5ow/KK+YXLRQ2NnMooTyyjfF82EaNN9gvmg1X8dtWLTzFo0PXeTRbux18WE6dA6DQ1ATP+3NOzyxMXPbkYLmL5zXQG1C0f75WecZ1jkt95GiwolEkSiX6hDbnU4nOTWkCCce9RlpJGRuU5m1HrYAXV4LtQTz4l2Q0ZrIlKVRgtq+vuUMhOZJZOyRJQ0yJ1qB7JMrtW4V151L4IcIgjXYz58b5+dvR6nI59eGNPrxDx6toqdQtdKiDObFJugN+bZSciSm3Ds+BRFhm2BnedkhYVtFaSFqUhcZGV2U8dN6XkJy25EZylhzZvi+jkfrB9yf+WQMIvrjkVMmFRz5Kk7n7PGRtgLAWhyo6V+mYyI2KKwVzOiRQNaDXCFR39NQIfYotHgVcp+02M0/ZfHJP/NMHd9bnqdnudEawwFzLeoBd6m6f1INIuUl302mY5K84x1etQtjKa856Y1ZSidUA5WbKAtrG4CYRjz4PvPgYwkgenU4Re/SNjdPaDV6rO83ObgYMJwOKPXC7BtWFkJmE5TkiQtdRfA7BphOuKWiaKEXm+FDz/cYHV1iR/9aIP790PCsLr7xy/qCxJ/p/hDoRZn6RuqyRHtL5PycB6l6u2viBTMYjr45QZsvK6m2QrNYOj1YgIOzIgBM/IgMpY3Nfr6zdb7FG2H2fibnYwuD2fAxE3BGZRshYgZtStS3BVCycbM6z5m1O6UDmUqEWl4YB5cCAMhy3XkigCTDiXGCAbVMSRPCdQdn76POl169bs4qjQs5UzT4RsxD7oHkEPXjTkeBPxi7xbjmUs8s3GdnCR3cJwCl4IktVlZmjGOWzh2QZS0sPKCPLe5akRLgUWCjVulVV8i5n7/iPc3jvnp9mNu56N6dKf96mY2VxktagAi4KOIq9ORh2aGtJrhsCnnZ5M1txPTdVHKmWLS68GIVwY6zKgVM0fHIvu2vu+mjldrJZoYBfHBSxnNPCwCTOYcXgJGdKhqE6DQYHaDUtMYq+20e6gp+kHrPLTwVd5zOabJjDpqvRkhejbqmQBEbG8nPHw4ottdIQhsbt1ymUzg5MTl9HRKr9diPI7odj2CwOXwcAoUeJ7LyUl07TlZbBvStODoKOJ3fucuv//771dgA+CPgYOykfuaesZWh/nBjwxMhM5pYjGEsZWbHKv12fnfksLcsqGKgDtjj5qinbRUpIlVu7HXxQrmAYLu6M1c4iasFAo84CzJF3B+ZLnOfAijCVAc6rTW0uGaLIk07311XClvdkqUGb6Cr+u+Rd6Tr9VuhD7tUAvBmlz6b1G3GdIoiYtGRunioxagIkJSASbLVNlXR9SJQOQe6Hsm2hY5kS3gK7Cq++AuQ28ERTk9ArdhmwGDL3zeevuEwWmLVWfK02GftpuQTF1cO8PCZmNlyOPDPrlj0SZmEreICxuLoopqEQ3HxaG1jp0ztjyywOI/+94Tfry1S1jE9XWLrqxPnRpeaGwR42rfvpnwKYirMGntDpEewIxkkcgrVFlpMDUw1sAUzoNmqpN4TUCHaTqC5SJbFGJ7mWmh5kX7FrChn2lT5+A0lJP/OjRd3iOM/3ogYeoUBdBKoi6Zz8lkNDT4hfm6KZoQiYDTwU9mWwA1yFhS5ZoJiRPCMOLDD7s4zpS/+AuXdvuUJCnY3LzFdBqTJDm+D9/73hpHRzPA4uhozOlpQpqycDI4267Tnrda4loB27ZYWfG5f3+NJBEfZkJZfQ9g+klJxwqToRGU3FChIs3wHk07aJpKgwyzbFYDDvnWbhVNtJi7axKW3rAdr6tp4CFNqSkIzdRvmM8vITk2BCBIL94ACOZMMyxyHlJWJ39K1fo16pwfenI57eaJygiXtJrbZYmarZBvmedlt/reqHbfUuVa6vs28xoNmQlTynvUobPa+yQ6hjQHt0MNOOScu+o31NlfoaJImAdvaaVdyUvWYyPmQ/aJZg4///g2o8Lj3tox+6dLRKnLajClH85oeTmOk7Mz6THJW8SZS8lfFJXMQ4CGNbfcqUJlMwDLptXOuP/OPhu9iGA5mxfhaTeKBl3CMJnqdB1FJ48+A1wtBhXwIZoXzaRJ/dBiUg16YR7wor6bxKSLBKbN9p0AHbrBzo3ll20ndlUAskjwp+0ygGKyJaZgVLNgUDP7UCf7M/UgUM5qojWNUpeWqRlPvV+dV0N0UwIqAuogvaZz0iHgco5Sbi48fEY5O+KJ3mBEGHb5yU/KOLrPPnP48z93ieMWP/zhLSwLgsDlrbeW+eyzQ37+86cMBlGpCK8mgrOsUteRZaXIVKJUtNbD9x2CwMN1LTzP5fbtDnkes7PzjAcPPErF+qiO/srURy5SdBxxVaapokE9QA3Ubx0CpRGFYWc5OpivMybjYdoN2PinYKZ4NFPLNTDQ5aHuLbao80yo8FZQ2+qpYDWjoX30EnGg18t+xszHuerQWq2NoKTqNdOnKdSA+n0S8LHMfMTKUlX2a2ryYZma1JHGRRpNCcWV7XWa7wBw36yu6xfAj9U1dav7pnOVQC1AkYRhcn9Oymuz60sO34r52VtPYAb/+/9zn9HQZysY8d72MX4vpdNOISl40unx7EmPlpcTuCmzxAHLwrFSktwp8YOTlVlMMweryCmwsYBuOyUIUvq9BN8tyMfQnqTsOD0eeAfnM0Nm1AnUAvXR4jt5NhNqN0wu1y7PXoS1uv6ZlNQisNC0vMmtItaU7GGxvRLQoaMstF0GBi4CDKbOxgQG2oVj7kMYjkVg4yJAod0tep18i6tO5umRMbq5PcBH6jxbzA/CZbDwtNpHrNbLgMFmTrB9RsCKSZnEKCPv4VG1/IS67g+AFbtauQtMc2g/q7Y45P79Llm2Qbs9wHFWgO9xchJh2/Dw4QEnJxN+/OPbhGHAL3/5AsuymM1SoijHdUvQkabg+xZLSy2iKMG2LZIkpygsfL9geblMRBYEGcvLI0ajCeXw6L+D4kl5U4bqwoTCnVC7S/RoQiaZklk5tZBU2l9pBDQiVhXQcur5VaSYflbaY4Pa3LSrgOAb+66ZCElhnlEwI1AEeCidwTmxp4AMnS9ByprNs5lCXXQdVad6TsCKKi/7S6nDb8UU6LAUIOlGJW0vk6fphGFQJwbbYN5/HADvUI+WOpSMRwA8oh4diWJdR4xJo9WTVimlDof9E0q/zb1qnbAYknVMyrmU4hTJJVE9A4vqmvKa2TyCHz/Y5flXIW6cEyYxJ5HPl9Nl9qdtrGPYvDvhx7de8OiTZYq4HB0lqU1eFNhkFNiQW4RLEXHskOdl5F6R2bhZwWprSrfISF7YhElMYKecTvwyUmVZnf6GeiSi44goG2FJIy8NtjTmEt4cwHkNkNQDXUgYDl2/Is4DB7fhI6b3nVJn0r2avTKmw6SVr3LK3wSoSBlTB2FuZwIJbTpMNTCWiXtFlou2SoSj4rIQVlEDBMfYl9kpyb4FWAi7uYehuaAGNrKNBkIwX1dNuYNYSO3q2adsTwKoO+OoWvFm3ZiWrhYXx3H5+OOvWF39AT/4wSZRlPH48TGe12I4jLlzp8vu7imWVYpCYX5ullbLxvcdej0f17VwXYvhMCHPc8bjlI2NNq4Ly8vQ7brA/wH8vDyfMTVSEl2GbsRi5hkQqhuo2Qt5ABepO3WCl4YyelNd1xYlg9f6jht7nUz8dBpwND1FcV2cGN+mRkNHlphmiv+gdpGIvx7KjkTyM8D8yFRAhhzjQP2X/clvHdnigjuC7i7kcd246NHOMvPuE4lSEcJBkoIJGFkFHlODDlknDZI0ZHPuAM3GnFCioPvMA7kmkKavS7kT3LRkPaqERuFqzE8fPOZP/uYehydtlvsRP7vzhL/9apPRoMVfPbtD8FbMW6unDI88oqmLRU5auJzpOYoC24Lb3THDzGfZmjJIPOLC5XTUxmdEpx3zrnVEtOfSHcalDCSgnptN/LL6/kqH4av1Zkc115mZz3WR6FMDE9MNqO+baXqfJmt3NXtloKPpFb1Mb3EV0xqHRfsxO33ZpklE2nR8qQ+O+i37kW1FayVuTNlOH0MYGZEiyHmbA2vt6swoMbwGPSIA1xarbaQzFAAj77lepq9RQMkR8L7scEL5chwBb+oMdOuEYcxPfuJx/77Fzs6Qvb02u7sjtrZ6bGyE/PrXx0ynKWHYJooKgiBhNivPsN0G2y7V4K4L29ttBoOE2SzH80ompN12WFlpcXAw4u/+zua3f3uV4TAlDKN5f5QADOkTHOantJYLHqqLlIoYMw9Umvx8er1Te3N16vMmDao83xv7p2TmaDI1vmFe0GmOQs3txQ+vFYNiJrWtGRPtp5fja+EflJV2pJZ3VTkBPDKkkpZENCARsA69k/Lbe1KuloZHXDAiNpfGVRgMTTtb1WyK73bgxWTe1SJCszN8FIMr56uzXcr5SvSFKXzULgaH8x3wSX0uQXwGmG53Rvzh9x+x82WPUephOQXYFvfvHjNNfI4tj6eHIWFnRjSzYeYxiy18KyXwUgoLktSh15nR7c44Pu1g25Rp14sCNy1oj1N245BPnJSfZo9L0CNh/WPqRGvSuGtfudxzGblKpzDXmek6pd17JvjQ2g+5P7p+BMZ2pr4jNdZfBFLO2ysDHU3AwIxiWbRMm2YLmsCCNtO9It+mC6JpO+0yEeZL78Pcj2Y+YqOsrjO2WrYoTYQMMKS/E0Zuh/MuP63ZMIHd2SBCHUtHaQ3VMinzCPgASm3WjMo3e0AZLy9CrrIBCMOABw8+Bd7G9x0+/vgF+/tjZrOMNM1YWnIZDssz7PXKM3acUjBq2zZJkrO6GrC+HvDpp8d0OqWOIww9hsMZrZbL5qaP5/01Dx8+5cMPY0KtNRH2Qv6PjQv1mA+TleUme6HpCjGpiILYnDo/h8YkYteJrL3uRH839l0ws7JI42yCDzO6Rf83GQ9zZK6/ZTtT/Cf/D1jsd19S2y5iBMwOXkCJuIbWy/+9zfI48QDaHbWvqArd7JTbpnH9Eli9kl3ArYCEC5sBxEfzan0d3eLZzHd0Ih4NmJ+RV847Up8ZJRsi5aSVFKAyKmdllOicqmENvZgHWweQwCfpOivtiCd7IU6QcfRiCYcCj5y2lxMnBZu9CUns0PYz+l7E6czneNbmg+UjWnHO4bCD6xXc7Z3iJDCJWnSdGffapzwZ9QlnMaHmQYUyF52LADnttxXgoen7sw5lEQiQXkG77uSeyv1dZ/5+S3kTaJh6oevbKwEdFs2aiyam4yLWAq4ONOA82NDLTXeE1mZoFkLKaZN3RX7L9rJMxg76GAElGNHrNA2vB+JS34TpoNr3A2qPh466kW+dm0dHBznUr6S8pmPm77V4KRKg+Fuw3q8OlAE//BruRJTCLqiV5CfAiL29Y168iFhedplMHFotjydPZgwGU1ZXHSaTMuFOGPoURcHJSUwQwHSaEccp7bbL2lpAFKW8914PxwHP65BlKVH0kHZ7F/hLdn7p8iCpzkt0doLONAMCZQMj+g7tLrrI9E3LSg2HRKyI4FUDNC3/ENdJU52Tw2occ2Ovk2XMN8KmTkO+zQgTc1Tpqv2YlVFnD5VOU0ckiAmgENGkr7aRTmSvWi6AQsSr2i2xznwnpN1H7zEf/QJ4ci5iAViy/24JLlwBRVqvotK2e1WkTvxZ/RKcvTTiu5Hz2aJ2IUEtIpX1u9XvQ3UsuS9S3i3/F5/VL55EihxRNt5j4BHs9ZaIfYdJp8VqHnE/eMHnkz5FDlvdIWnqsLoyxiMjnjjkqU3HS8hiCzfNWXZm0LLIXZuNZEonT3HtjA0nYt2dMvVddtIeD7KD2jshUT0m5S6gQo9WzdGmJRvJPZH7DrXuR7NoWuejn7msS41vXecuqreX2ysDHabpBlsvE2tiPC4CHBc15KZ4T4MB0THp9VqcaQIDncNFztNX56aZDDPEtWecr3bTiMtEwK30oRr0yDG2KN8ZU6uir8k0hzqc1tTWyL2eqM/S12qjZ0DnCFa+oKxCd6lnxMwYDkfYtkuv18b3XZ4+fUGez7h/f5l33+3xd393yIsXY9rtFmmasbnZZjiM6fcLOh2PLCsnWXr33T63b/uVuLQgjm3G40PgS4LsOafDqgGKme/9Uf8FOWkgokNKmhTGC94jea8te96lIvdaC39ld3JYrbMR0/qbG3vdrEm0aTIdpl5D09QmaNH7FdpbRvfanWBua4pXXeqOWUSsks9jS5WV82gSt2pbUmWEZ43UuYlJLo0R82DLzAchPaxyAXkPoPjEOK7eTneQ+loPmEt/zgnzfLO8yHL9FWtjeeVfp2rNdUbGCTCEYeaxtJHwwe1jDj7v0KLgzZUBRQu+Fxzz/zkpA9p0yHhzY0g6tTjMAvxWhuUUvJh12GxPuNMfYQ/gFkPiwmU8bYEDQZ5yaqlzNdskAR/aj6+/I8q22NU9jJ6HR+6h6QZpMlOcrJfLvsWaNB3XgxGvzL3SZBcBhW8LOC5q2AUE6E7f3M5pKJM1rNOAQ9ZpwCF1SGc4NV0tuh8UN4kwF6YLRrbdoHzlzGvXuhFtwtzJMUSiJuemPQ5jYCmmHEyElMr0DSD8Etwt5ithRBg6TKdDZrOYdtvHslzefnuVlRUP33dIkpz9/THTacK9eyHTacLOzpj33+/zve+FLC15/PznOY6TMRjE+L7DcDhlc9Oj0zkE9ohOXbpuXLZxoo41BaNDzjMfer0GKKbwonrARV5Jxb5BVjoBqCIyb3o2N4DjdTWTbjbkx7okAAAgAElEQVTBhunm0MyB/NZCSN1RNzEapkBQHxPq1kW29akdsYHaXnf4EXWeEJ3lU5+bdrfIiFmA0BolsyD71cCo0oKcXYeEaEhLE6nlI7A+APdzyrwcNvNskPgczKyuu+rYci/0bLsSi6qZj6p8Magj2Kh2L0xuAKE/Y3rUwnELtnsDZtNlPtw6YJK79JOI7c6AT4YeQTtmJZiyP+0wngZ8f+UZt9YmZDOLNLFZ9aYcTJcYuj6bzphOnsAMoqxqv2BepyENs0TfychTaz10uTnmQtc1DRR85uuSCURMUGKyG03aJRasv9xeCuiwLOsPgP+e8nb8T0VR/LcXlS+Y77SvY5e5U65iesSp3SiXmTkg1q+vaDLkujSQ0QyHrgo28+BD3JmmQFXOU7LlJswn95LyJ6q8BjImOHLUR5eXPtk85xNgc59a+JEAv6pO+M5XwIeUGg+AiFu3/gLP+wmnpzGjUZksbHu7x/JywNZWwMZGh/V1n7/6q31sO2c0Svid39lgY6NNmhYMBjEffbTG11+PsSzodAra7TZvvOGxtvaC6bScfO6dt47rNrFJACriUNF96FlkTWsQwEj+DbvaZxPuMOuxmWPMrA/mNjfA47th123DmrUZukGOVLmLvnWnrrfX4kmTjdAdjQAM6ZxFibmsyuj9i0ZD/otbRTr4XepOWxy8afXtU0+ylqrjHKj9muemWZoutcskpZTEn6ryqJG7nKtcl064Jq4ik/WR3B0p85lhzRwlozr1sojOUb87cCub4Pk5p3HAyPFIcHivdYQX53SKlFvrE95ePeaT6SYvBl2WnSm/f+8LvCwjTl2WgxlukJEXNqE7Y8Oa8EZnxNrRlGnsMrVd3mkdl8eVjkD84LoRFkajqUOZu0/yG84zHHp+niYzQYNmpcz608R0XM++NeiwLMsB/gfgP6fMmPDXlmX9n0Vxji+rt6GZ9l8EQnTDbJYx3QlNpkGFdNDSgawxr5UQV4Yuu0jHoVkMU7chwNXM7tukG5Hfpi0xHwUhugGZ7FGHaEaUBERCHT0qpnOQmOZV22xRNzHyPuq0FxxRv5QSJu8Aj76Gn/0CcBkOb7Gzc5e9vX12d/+K9fX/n713i5EjvfL8fnHJyIisvNQti0VWF9li31kaaVYjaWytsDvYnfEY9hgGDHthr2HYgI3BGvCD4Sc/2IABP/vFMNawYSz8YHgXsP2048UaxsxYkHs0klqjUXdXqy8km2SSrCrWLe8ZGVc/fHEqTgaTbFKjUYswD1DIysiIyMiI7zvf//uf/znfv0AQRETRkHv3puzuXqPZrPH666vs7AT83u+9CiR8/HGfwWDOJ58MyPOMWs0iSSIuX67zd//uFpubcHLS5969f0Kj8ZBadMj114a0xpEBEofF9fUx6lophiIFw6oLvYmph51mj4fzlv0vJsRKNRKjMwrlvexf1XloDetL4PHl2fP7MBmIdW2M5pL9JAyhY9+F406Knq0FY9pcCdwKQKgOGgIShKIXBkKuaazeV7NZ9CAl1yevml2YFOc/5fEKoPL5CYsARPI/tzEdUzLd9PRMmIsmJegYY7QjPiWI0YyMXLuAqQHGe1fZHz3ISpVSASHyPIrpmTChhcZrlHr0wjbjvoeV54SOy6pvlm2IRg73hh3+pn2fS/Mpr2+c87XOI/7e3/qEm5+uMR+6xLbN+59twQZsNKdEscvXZo+44R4TDlzujTs07JhalHJ9+5yWG5W3Ii4uWwCHiAJ1ho9sX2gvGohKG5BXigOr+g15j3ov2iB9H3W70aye9npPC9sst18G0/Ft4Gae57cBLMv6J8C/DjwVdIg9C9vxLKGU6sDwNCcu++rnt4wF0PS4Nq3ngUUcXQ3D1Srv5fur+g79+bIBSmdGCSsiE3nRf4SUVUp7leP0b9S/SSdP6Rm5DIjC8F1sjDG+ZAXzhK8B0Y8YzXfZ328TBDZXrrgkyYQf/OAWV66scf36BufnI+7cOaXRcHFdm5OTiHbb4cMPz3CchNu3+6yu1oiihPPzkMkk4R/8g7fx/XMGgxlra/8LX/vaIa3WXXhwUqbqaYDxkDLEIgvW6LQfWAyhZCXYqGbF6vulCzNWT7HMlmVgye2rhuV+gajNS/vl23P6sJzHl/zWpbmrFHSxT1JQZ0QmO2Omnv7FDL8AJPm0SDHVs0rNeIwxg64ACx0S0WmlmpXQA4SjzqXPKzNcGaAFHNTVObR+o/rbNTjR1yOe5nV1DRoQiUmop3o9Ev7RQllZ6l6vsFoFYnK8HIO57+IjitDFaOix/7BLYCd02nPCRy5T1+XusEN9JeV685zzacCd6SqNPMZNc06OAtqHc+6ftzg/D8iw2KpPOLcCxnmdRhCxOxyQ9m2as5A/WHlEyymqouaUsztxujp84lMWYtNrWcjtugAe1RCcgAVnyWf6XldDJvPKfdP7LAvr/eKMxy8DdOxQjnFgZgq/Xd3Jsqw/BP4Qykq51YyVKgCp1q0QW8ZoVEWUYk9iU+RZLtNUaLZiGfMhA7TPopBU2oqcy1Pb5VWzG/q7l4V5JDtT/m+zeI/k2rSIUWs8dP0r/fv0Nelz6WuTSERcnOeiGlmKaZ+3MPV5HgIfQc/7EUHQJAheBywGA4tm84zRqM6VKxtsb29zcjLms89Oee0180s8z2Nrq8ann07wPIdGAxoNi0ajTprW+PTTY772tYx33jmi1TrCzG7G5Q+R0uYTjEAfSjZm2Ypr+mYUnzk1k5WixZ6VXR6Te2irggidbVQNX2k5iTwz0a+9rOPxpdoX+jDtv65etVkcnIXJqM4UVdZGkoHrmbRSsaBIhRoBFOjXKz53KPaNwKqmwsrgnqrvT5a8imk9R5U2fxLtvorp6JKxosGLPq8ugCbn1vsJMHlFHSdgSK7Dp1yHZlXtJ6JU+d07S36L7KNX2JUBtJr+WwCpwIbzzDjokfmod9wmSBOCWgIhBLWE4bTOKK3RziIabsJ2cMLJvMFnyTqvZefggjfPuOYN6ePTn/vUs4RuMKVTD0ktm6Fd57fSQ3IiWhFl6qZkHGgQIQNMNT4vf9qBOIAnI4xuE9V2sgwEV0MpWijs8ziIeBLYkM+eD3T8MrL1liWjPLacV57n/2Oe59/M8/ybkmKq05CrmRYyC9RphcvSC5fpE3jCNv2ZsBDyv4AE/Vx1XQ75k30aLA7SmvkSvbcWlcq++vskNNNQx1evc6X48wDHNhMkfa4GBozoa7QxoGObkqXT91PPvAX42ep4ySLrFPtcrEQtBx5jUEmv+P8zGP9Fiu//GdBnPPb45JOMen2EbeckyZSDgwlXr65y/fo6Kys2m5s1giDl8mWf2Syk1bLwfZutLZOtcu1agONExPE5+/t/xGg0AxKIpiW9MyquQ5bi1aO3Vt/qFBIVP8pjiOLFGmEa1OnDqpYu+XtS5VEx3baFSX0JNn4t7At9mPZf3a5mCWCBWcgf8XjYZdUADpISJ0SZ+asuSis4RWpIxMW+C0yFHtwlPCHXM2FxEKhqRfqU4lFYHKRgUXQqQlP5nsGS4ySsUgVb91kEYgkloNChqTEmnCJVUnVISkIs8ip/myyCD7lOUbXVWQQgWg+iBk2hMKcwTjx8O7lwiuNRjc/7q0S4NK2IJLQ5CFtcDQZcD/qseDGbsxnBQcJlfwyuxW57RN1JCSOHLLV5PThjlNTZz7tM8cqZiFQYlZmI3EJd/Ete5Tp1mXlx2HmkdhITEKcBwpPASBWU6FRweU7JE/6XVw1gn81+GUzHfWBXvX+FcjHkpSZgTyf7/FXti9BTdda5zmIBPc04aK2ObF+nZDU0oyGhDgEYHS7a8QKw0QM7gCUIQ2d4zVmkHLT4JCr/t9LiupzyelbkYjJYSY2fWimuW3wYlPIGkTrYlJWKpa1PKAuQ2piIbpSBJyllE8obXohImlFE+GlK8Nb/zOHaf8TqqkccQ6PxOfW6UafcvTvl7bc7jMc2nY65+GazyZtvdjk4mHB6OiHLcl5/vU4QzKnVHhEE/wgY0usN2N2d0fv+JuMHHs1JxO50SOt2VOo4qqIUHWZR90dQhGVDTdXbWEaO8AXbxKrpsnJrxK9pxipWxzzpfC/tV2rP6cO0c9bO/MQ0qiSC7JHZLA9c2p70+2rFQAkR6oFIO7XoniqYJYO3DPZ6ZVl5r9kGuVYZoPVrNfzxgBIUhJhYqhZ/SkjkpNh2SMkyKNZlFkEgUy4NYO5UvlOFn3iFUtg6xghN/eI7dHhHsySfFN8h2S2C4rSGRgBPcV9ECyb3PITmNCIcuAQk4MJh0mTFj3FJsRKoOynkcNfp8HbrlPHMozOagwPNZsyb3VMOhivcmq7z+s4ZO/YYO8lZq4cEKwln/TbbqyeMEo+e1WYcezTziN2VIa3VqMgGpJzNSkV7PThpKjyjBLKPsV0yQmnAoTUccl/kvauOq4ZSZF95X82M0ed6NvtlgI4fA29YlvUVTIv9t4G//zwnWKbgr+oQftlOWX9fNbPApuzWUplXAIewGDLACECVMIdYS72/yIiSDaJCrf6oDqVjqt6QKr0GS1M8RYziqc/8eQmExA3UK4fo7BkRxtYpwywhxTnFV8gJ+8AG7NpD9o+6EMLkW3dYX1/n5s0a29t98jwkyxLOz2F39/fp9WzC0JRAh4Tr11eYTufs7DRJ04Ra7RPC8CG7uwPIb+G78PCoxfDQJniU0JnPCc9c9g+77J0d0wqj8poEeGjw4VA6dGWTbHHhPG36NuvQSBW8yr4ytmiM+DST9lN9pC/tS7Hn9GGFpkNCJVYhF8+zJ9Nj0jC0Bq/ayGSbiKlq6k/YkaYM/DpbRFPiMiCLVTUbYjptFx4Pj/RZ1GzAIrhQgtjsTA2OqhIpSZlrboXqWExFU8FQUVGOPBCRZzXz5hVMB9biUQF+WqirAVWxAjWr6l4V20dq92IStdscsn+7Cyn4VsJ56LNWM9cazhzqdkqWw3nis1sf0jtvE4YuQZLAEK5v9ZnOalxuj3it3SeaOoShy27nDH+aMEjrjHyP/ahLYCV0anNCz2U/7LKXH5eVSZ3KX1Vb8FgVzSpboWu7JJX31ZBWFYio5/ZUaLBMs/TsUOKvDDryPE8sy/pPgP8Lczv+UZ7n+89ybFVLobdVwcYyZ68/r9qy4+R9h8eFnPJZVW/RwiyQqPeRUIzoo6EMf0SZOpdGqXJCTZeIaaWpBiNaUCL/axpGz47E5OLk89T4xHYKK3Nw6uZcaeFHFIGykEYs+m/JND3DvGkdgRUXv2Oj/C2t9Yg955jep21S9wP8b32N3/mdlNGoxnhcw3Fyvva1mFbrv2d3t8n+vuFXfL+B4wzY2ZnSbs+4dauP60a88UafZnMKDyHMXUZ3aqw3ZwT3E+hD0E/gkYnF3hiflLSCXliS8v7NFAjTY4JeUbp6GwWM6FRoLTTVjEVV11HFlDp886Sw30v7cuz5fVheDpQA8bQEB5KNIkBBGoJ2coI0dcebVo7RfV83miTDlBTXFTmrWggoBxwZECSbIWUxzLEMpMjgnxhQ4epBxS1ErgVikIExVL9H7kvgwigyvsLVs+Ow7FhuouLmAkqEXRFWxaEcKCcYYkrOJ+BoU/0uuX75zWG5bzRcBBzF6rmtOGJv45jegzaD4zqtcM7m6gzfSjiMmoxjDyfK+NraI1rTiF1nyP6kCw74jQRnnLOTjKj7CWeDgLVayO7KGc04ZlZzaQYRPa9NkCQEbgJ1oxvBht64zY2tk7JSsvh30dHF6mfUMH7OA9IIalHBeIi+RgCmBm4CPDXbpU0+q3qnZXoQsadpiJ5uvwymgzzP/xnwz573uGX6DLEqmHheR70MbIjJmLxMQwGPL56WUopf5fFK6MQDHBUr8hy1w4DFeM0qZZwDFgGIBihajSrq0YLBWIgDUZwzonRaUDo+KSxTiEYccQwTsMflvRCfJ1/psQg6Hrv3E0oNhQAPH1p2xI3mCbuDIfvvDgj+vd9ia2tIGI6ZzbZ4++0pMKPVOmRv70N6vRaDQY1m84Bvfzuk1Rrz9tsd9vdbOE5Eng8Jc5fZwKU1m+M7SZkaOwF/kDAY1hfvS0GX5vPFyqEaGCwDqlXAoV/FtB5mGZNRLd5WZdD1dzzP2iwv7a/fnsuHabWHaIek+JwAB4lVak2Rdji6kKiIB6Hs5zL4QBmCjTGd84I90NoHXcJcBlwZEISp0OxGyCJQCSkXV0ogmZabnQz8CKykFL7WMnAKhlHWUNC/qYUJsYDZf61vxJvV2PSwoBt9wBuWy7jbRXjK9TCshQ4lyQAn6bpJcd3698mr1qeE5vw69KoyAVpuxI21ExjCqOaxf9bFaeW85p0TWi6zucvb3ilEBUhJj+lFbQZxnaYf8e3GQ4hh3zdZMP4gYea5zNqmJsfP55t06nPTfoo0Q99NGOT1RcGiXg1Ug1BYrFb6WOqsDqNUQYAGjlVBsbwuAw8pj2e1VLQxX4Km47nN4pej43iaPSlcAyZSqCcZ8kzleUp0Y51SFyHbPWBF58KKs5DRW36YQ6nkpHgdFNskvFIMno+hHX1Resp8oeikdGxRsZ/4j3UWZxx68TPJB7cL5dxUfbXaN80Wx3HBKofmEFqizRrDygC4XfymFXMtra9G7CXH9P6LP2Pw73g0f/Mtrl+/T6t1qTjbEa3WCTdujMvUwCSCBFp12HvDo3e3zeDPPZpJyvXGOb37bcIjl+AguWA1wpFLcxrBjHLmWACOGOMXq0DjSe1iWepqVXCr9Rh6n+okVuxpQFkSgTIWJ70v7QWyKispmVQCMDIWkafWbCyL6UmDEV8iAiuZ2YIZwCWVspZBegbNKlMh5bCrsXgBKPK/Rgky/T+EcVZOhqcoQVpWzrT16qjaUWjNijAgXeBBZkTnWuSkZ/Xa39UxwCPEgB37DLbPymsKihuXZyXjkkcFCNOiSRVmSIZlYUORlwiFq7ePzC1ofRKxt3tMz2ozcOs07Yjr/jktK7q4J60s4oZzUmbuFs9ub/WY3nGbQadO0ymOm0U0RxFh5JqVZ5vmOYYbLs3VqCR0NKAI1XsoByAoGaYaxW/XIbRlo2sVVFT1PlUooD1mVf9RZTeWHf9k+1JAh7ZnddLPOxtctr/O0NDYQGpbzCn7dwczhuosFQdYkZ2lI4oDgMX8WZ2e48DI8ug124zxaE4jduuFgEic0LKCHVT+F5DjqP876oLlB0DZQWU0E9YjxqB9abxCcfhq/2wxTKDDEVJiR3Qfdmz28ULIB4UPCKHViLjx6gn8GfD3BRFJyWRVbTEFYnUf+tAi4sbpiUGHh8DPYTccsj/qwhD8NCGcu6YqaXS+eKEqvLXsVf4XhrtKNopPXMa6PakNasCwTKpTNXkM+h6/BB0vkFmYDiBoXNNoYlMW6TAtEtfxNx1j1uyGgBIZaEK1nwz44oeSKWWdDyhFntK6qzNTASVaFFhkjUSZmRzZapcVGE09ejfbjCOPph2x2xnS6kSL6xpllBERKZ0sWWYhxu8IiBFHolMEU4w/XaEUwgmoeajuTaodVIHsYqBd8S3RcPGeyTMRUidc8ifP0ymY2+TEsLnaT8s1yb6iXS18d6sVcaNxYt73uFgSZjcZsu8WIZlaQojLDJfrnfNyIJJUxWrBJLnHepnwGiXoemwod5f8n1CiIw0g5E8fU9UFsGS/5wMby67sV27VfrrMWT+JCv8ix/4kAKOZqgsAT6n18DHA3AfaBT0vbc3aZHEWAoursoFpoJr26sIo9NifdgnchE59Tjh32Z912XOPaa1HZSeExaIg1TiPOBmxDottQ8eVq6NYpPaTcKmeTcmMQ/1eOfU6ps+L35O+qX/m6rwgOzJYPSpCTtNi53/+EfzL1ymFXUVjz6eLSlVp37Ii7BlmdhRCK43Y847ppW0GYZ1mFHHdPac1iRZARx6X/tqyi7aSLbIU1bahQdUXDf7Vdvc0pmTZsboL63NVQ30v7dfYluWew2IjSCnzolNKmrw6QRHnE1deNfqVQU6AgBwzQg1QWRkPTTH1PrxiJnoRjvFY1EpUKfZ+qT8JuQgPjwYe+7e6BLWETmtOOHXZ/7jL3tvHpqpmSjmgL8sFHxWf3af0c/qedSlXeXWKc7TUb5X7J2p9CeuGaj8o9CfFkDaOyu0y5xGGRmWtACXDIX7n1KTSewMWl5nXrIzW6UhcdY7xyQIsI8qaCDG06hF7rWN6szYDp06zGXH92jmtIFqsmaBnuWLyv4SiFhyODpto02GRZSyFzl6qnkt/sVs5RoOVJ4VlnmxfGuh4FoChn++y/Z51dqjbiFTv1rYsK6ldCC4dD5wWZfZWC1OIShiOOmZgzChDDCNMRypCML1Zm8BNCFoJJBBYRkjUc9vcqJ+YL5aqcxPKcqPweAOT79ATG2kzcmMESem0CnFIwqgKUhe9iZ5JsTgTl/9XisubVw7RbIhTXKIXQ/0I2kew/Z8C370NbwH//r2yEIhDWeZ3qL7oAwzKkay9ufm8FUbccE8goJzQLMs/lVNli/6vqqnQ40J1sirApdpWngR4tf/RTIpm0/V+2l6KS19A01lSYvKgdU0Y2W9ePYE6VrObutMJOyLbBe0PKBXskdqu2c0Yk54lfsDDiA4tXSUUFrUg43JQVufuHbQJSAjqCcwK/xVA706bG6+flGEkSUO9EDpSUsXHlP1Z3ycov7NTvK4X24ROlbF0SKmLkzoFmqFwgNq0vP8DdS75TrmfEmquqr5j4MxgoO0+xu8/pBy/lxEA2hnqcT+mDIkXv7VFxI31wud3ML5MAE2VghfT7Uz89oUjkUFfZ6IklRNoRktbNRwj7cB5wv5yLh3Cen770kDHstle1b4o1v1Fx4rpLNQrmHZYnXQ4mPa11gTeYFGMeYXF7JG3iwMlX1ZCLiL61EWpRjC+6dGJCgFRobnw84TBtF6yXVIco6G+W1+cxALkB1U5fdkunV4YDHEIMmOShRcFjVdzk+PyIzHpCykl+aL9m149XvfDQuKB/Qls3QG+jiks/a9QgrgNdb0x8N8VJ5CY5oDSWfVZTHcDUmFKAMd+fE03DTp0X9UgQ9jrqv/Rx1TDgE9qe5p118fre1oFGS8Bxwtq8qAj9QqLDAcszqwFWB+y6NdlcJIZrx6YI4yvkZl+holUiq6sStUJqyJ58eLHapgO49+DZtEToqxstCMMOND6hhTGZ54RQEpnaoAfJQziernfWXFNQv/LZOKsONcphukYFvdH+rRP6ZAvUWosZIInHVr2OSvuwV11/9aLv2N1f6TTnal7rDV48nwk/ENxjcdG29oHtmuUE0j5LnmWcRFOFtZJarTJct86birPoKO+S8YI+VyHmLSGQzsHGWvkt7hSJr8aMln2B4uMSDW8olmQKnNSre2h7QUKrzyrRmPZzBCWpCs/5Zxyjt3iVZ6xZjhbwNomZhAU9eirLBbokBm6jMIRZWUt2UdOpgoxNLcjTggYTH2md2o0iOlYIWuNEK7AaO7RO2gzDj2anULvUYtMJ5AMMlisRqcdlo75aaSm0bGmO+vqmoWelc5ZgyxeZC+kH8jgW83i0P5V9zXRrk6B8zmsyUoWbxS/a5fFWcltSseqV8CWUV7HXOPy++XWpFkZMtamr62q36viNJbss4yJqILhKijRTMmztvWX9oJYStk+pd9VUbcOCej6NhnlzFvHemWyIhObKk2mwPWF9iPG9BthWfuULKlMMmTg0ulp25TrvujQj2gs5Lr75tzNKCK0XNKhxeGoyTSpYWcZu+0hHMPotNB7HHs0g4jdzSGtKCr91YgSZIi2QnzaKsb3+MX/IjeRNSrk/lRjusKKxMBnmImgAB0BLRqMrav7rDUYMpDLKtqhWsFbwBqUE0K5Jr2kt9xXvXaEdjpQhuXlnshEVfbR2hgol3iolpPWYTgXypoqqzzOdmjwoFNm4ckCUofF2i5P0oZU7QUSkj6rPUso5WkzxhUMCJXwisYJLWBDAMc6ZrnWNyjBg+g0ZBZSpKCOXI/eqM048Wg2InZfG9LakgcilfX+NqubGe/+nx1WV+c0fytmPJ7zoD/lX/29DxhNPfa/1yV4JaGzPifsu+zPu+ytH9NKo4Lnw3S6h5QOzCmv4+KHC02nNR0611+/l3iJODnppH3DGDhTI46XvqUncjpbSxNxgn30IDuhDOlmY9j4EPiOuqYdDPtxSlnt1GERSEmIRYSyBYMja6bIzxJQVB3kdaiIJftoRlwzNXILq3qLTO37tCJg4idstX81GlQlml7aC2BSNF0PCmKCYCU8IuEP0TfJIC9sY8wida/T5+R8NiWLIA1X/FFYfEeXRYCjY9M6pCATjGLAG5149PptxhOPZhaxWxvSqkdlyCOG3ZUhP+pd4eGjFu3NOW6cMpzUGYZ1HrpN7j3qEAwSOsM54cRlf9plb35MqxGVAEauU2pjFEUFmVD6Mfm9cu3yewS9S0fS20QTclicX8BKnzIe7GHAmV6xVWfOrLJQf7ZOZZFLYSXk+gq7qCotv0/+151dWGvxybJ0uJ6ZyLgiryIelvfasWndby1iYaHAi1dpUJrB0EXd9Do1VeAxp1w+9GkpsVrf8QKkzC6zp+k0ls0Un1XPIe1F2HwJMYqEwgE2vooBG9uYZZ62Kzt0i5NdKbYHDR4+XOF733uHLOuyupoS+w2Gt1P2gm/SagVodNnvz9nbS+n3UyaTgJUVm52dgP7Up09K8J05QWCS/wMSmI3p1WbcuPEQw0neB34I/+vUOJ8ehl6Ecvl27fhktqBHRaF8YTGWII1cOkAX4xhOwcpgrdBaePPyMJ8yyqG/Wgu59YB7CzMROQXCKez8txh9x2rlOkQ1Lw8OyvitsD4hTOblT6+CDnh8AM/U9nTJ//J1VcYmXvK/PnYZA/Ik8FBNt9X37KW9gCYDo4QwBUxIyGBKqVOaUoYtZD9B8zKt3lbn1kJCoeDW1b7VcKtDueChVsbLuWTGIEulT2CEx4ZG/oEAACAASURBVMe9Dd7/iy3WVkOu7Q6Icdi/2WXv6rFJDS3SSluXItrenGFeJz5xaKzFfHX1GGeU8957l7nWHhIcJvAAgnYCKfRO29z4ysliBkuM6ccOBnCIPk0YjiuUDloGcU1BikkartaQyHbprK9SiuXlmYh+ViZYuraRiE0PTYh9bVo8E5lVCSMsrJP2pw21X0zpfwUUynGi2RPwJ68CTLSY1FHb9HYd474oCqaZDFl3Zll2ikYsqzweVqE4+TJ2o6rxkBumwcmz2ZcCOnL+akACni9rAEwblbBgg1LHuNEpPrwCfKP4X9JQpVOsFwe0ANdmNOryve99FdddodVqEUUeDx4E7Oy8Ta93iRs32gvfPR5P2Nhos7lZeoM8zxkMDOx2nDY3b8ZMpwmNhsulSyvM5zlwldEopdcbMB6Paf5mk9VVi34/YTzOaDYzdv/312kl0WJsWW6uxA9Tyg4qo5/WjWgNig7hSEcJYeXYpOkLlhFwL/7VUaesZv9nmBUXXsX43rMMrvzc3N6gUdx7B+MUdAqy/B5ZZ6qYQTYq3wlle9AsdDUKpU2DjieF8MTnV8GF+LinAeQqwNGMiA5daQb9pb0gpkMn8l4GVplly6AkyusYA0JGal9H7TOg1I7J2guC2vVMWhqVdDwJRQiAl8+FSRGNmISD7SIb5X6Xg2GTjbUZdgS3bq3z+uUzgiwxAtFLJ+XvnUOeW9y4dIIlDOmJqYdzetJgJx9x83CN6bBGw4q51Bgzr3sX/mMUefTCNuOBh5XnpqxGYtHcjNjdGNJaiUrKWX6vjGl+5VU0K3oRKS3aW+FCm3Hhx1MWxa1iEt6Q1S0lK+a42L5SbNdhG7gAjFEGngj9ddXIKvMhbIVmsARwoLYLq5Kq47TmAxYd0QK4EMTrVncqTAMTsWcZ/pfV5IBSgLws3fbp9mvDdMAipS32pHj4L+qkbYzeE2CjgUGzvwF8lTJftgAbo8ijd95mfObR3HbYdae0Wit8/PE36fU2qddrNBpvsLm5ie9b9PsNarWAUt3rAps0m0PCMCMISnVwGCY0mzaTSc577x0RRQlZZmPbFr3emG98Y4vRaML+/hFB4NPp1Dk9HfHuu4fcuLHJ5maNMHTZ/5c+Ym9vjVbrDHgX+In5+/mfmdnPx5RFcCaURXEEWAiilkYuHQRMR10vjl0HZwR+oSdbZ7EfygAq2EBMJhSnGHJGgF8P05ffmkLrZlm8deOYxVhq0QDywSKTInourS2BEhTJs9YASPvrqvZOzvm01Nqqac2aWLVdii+pvlbDLC/tBTIROGnqalmBlyPK2beADzHpLELzjzDahBom5CgDkIAbmSHrxiNAAhYbb/E9o5pH736bcebR9CJ2Lw1pEfHxZIODoyYfH2yysTKl603xs4TDgyavrZ8zeFQ3HVYadwRNOyKcuCaDxQYSzPss4r3bl4nObLKpjZ1n9CYtvrFiRBuj0GP/tEsQJDh5xn7excrhxtqxYVaGXfacY6Nh0+nAUNasoLgWneEmYEMzR5I+K/c2xYCXS5QgsIHxZzoUrWcVmmWSMAeYceKUhcmaI/sLEyGalV7xvctmMwIAdfotLApbJUQkx0sbkGtbmE0J0JANdRbFpbAYXpF9E/WZX9kXFvUbmimpghC9/dns1wp0/DIBh9JxXoTt9Hm365iZRRcDOLqU1cBWTTGv/YMuQSehs9UlDFfZ37/G1asx779/gyDwsO1rjEY2+/shtp0TRUO++91V3nlnC3D5+OMht27d5ews4uxsxvb2Cpcvd1hbC7Btm263zY9+dJt3332AZVnMZjEnJxPiGB48uMpkkrG21iAIaozHET/84QF37/a5eXPEt751ievXfbIs4U//9Izt7RbN5tfY3f0OrdYpvLMP75zA79wF/hhufWo65m1M55FRXqdoy0xtXuwj2zYwDtED5xRq89InSqhKkm90KLo6sIs2jeIrdKVX8SX9DK7MDbix7FLvJs9cp9YLoJFnqj+HRS2GZh50CEj331T96XMuAw5UjlkW0qkKb6Ml+70Umb6AllPOrrV4WwZAYRYp/hd2QwYRYT2kw4gGRAbLKSX7J+eW7T6LgEA0GjrdslGU8Q67BCsJHXdOGLnsf97l6s6A9x9usdGasdGacTby+ejuBnaWkyU2396s88bKGUzh4bDJe+eXue+1mfoO1hiu7wy4uj7AHefMQhd3lvKjw8vMhi6DyGd07pG7Fg9qTXbeGdHHJ1hNSCcWP+5f4WQYMLNd7g+bfH39mFqe8qcH19g+m5iiYytDWo6q0KmrscpsARZV3+IMREAq4CXFsBYCzhz1mYjNtHAXysFChK7iUISNUuGONAZHnqVMkrwl1wiLzlL2ExN2VwvkNBgRgBKrP4CmTpeVV0G2GjwIKNBCUwElXzS1qma3iOmMGVgELk+3LxV0fJF+w1myDR5nRJZR2voYwRI+BrBufwXDbvwuJoNiFzMCesWrD72fv06we40geJXx+DUOD+ucn+/w3ns2a2sr2HbKz3425uAgZjTKsG2HZtPn/fcjHjy4D+TEccalSz6jkcV87nL3bsjt2zOGw4jXXlvjo48MgAgCn1u3zuj1hjSbHvW6xfe+94CbN8f8/u9fZ3u7xU9+csBPf3rIxkad0WjGH/3R52QZrK76vPnmBm+9tUkYhuzvT7l69VX6fYujo5DR6A1arb/DpUs/ZvfN79P6rSPIbxvwoTt0nzI+KoKNmDKF7Zvl9uBPIJjC2hmcx2ZCJ+J5YXQ1izypnE768SllBfVdSvAiPrSWlUvLaJ8uJv9Lf6xOPqvtpioMlX2Fqa1OeuQc4v/iynF6n2VgQrdfzZSL6WOeFOJ5ab+GJus4RJSZYJry0ohbKl9+xqKoUjc6DTpkYB2xWAxQx+CkQ0mnkMFMagSl0IvbBLWEYCOBFqS2xUHc5P/9+BVqb6aseDGOl/LT+5c4PfYhz9msz/iTs2sc1BvcbbTZP++yHUwIGw753OLovMFp3+efZ6+x2+nzjZVDfjjbgToc11a4F7exrZw1N+TH/Ssk33foMmFjZcb9wzb3Zh3SuY1dS3l/dIlPz1aJbI/fvH7AW797RviZy/5Zl73NY5jAx2cb3DpbgxheWzvn7VdOjdZEtCGwmLOvtWlQApBTSqFtDTOJktCUfl5C04Ys1vGQzBQRwD6E2bRY1UIc1pyybkiNEoiINlDrM0L1vsFiCEU0oOJ0hBWR7B5hYAIbM/DrbJS6ei+fLavDIeGYZRVIq+LRZZVO9fHVtNwvti8NdGjQ8DwOdxnYeNJ7sbcoIycA/BsY/UYLk6lyjcURwPoO4/G36XQuMx47fPbZb+D7PuvrLjdvnuA4Pg8fTkgSl9PTEQcHE9I05ZvffIX794fcvHnG7m6HbrfJu+8+xPMcwjDm/DxkdbXOW29tcnw8ZjKpc/v2GbZtMRrNcV2L8/MZ83mK41jYNvzjf/wBWWaxsRHQaDjcvTvk4GDI1asd8hz6/ZDDwzGdTp29vUukacD3vnfA1aurPHo0xLZHzGaQJF/lZz/bZnv7J1y61GU3/alRly+jgnTlvm1MR5OUtwwTJ7ljdl05MuylTMKkcqlDWd9Hnls1u0UE7GAYSa94VqKN9THrjMtEQPtd8dNaAKqzzOT4atvSEwV4cshDgImnjtEM7DJbBpifZvr3vAQdL5DpOJ+YsIYyWEjDklQI0WpIanpRofuCEdGNSipZDjCDkgxSgnxlkIJy0JLZezF4jicenRWzCNG4X+Mza516NyGauuy0R+x/2qU/rJPlOcO5z3jqETVrNN2I2cSlN+yw3pjx4+MreElKmlgcPmpiuxm//c4DVpyY90+3uT1eo+6mTKjRac4Zjz3uDNqkI5vp3KGRJ6SOxXowp5ZlnEQ+D/ptNrwZvl/HcuB7979C56M5rxxO6DghHw82GE7rPLRatJtz8hx+emubDz7e4isbfS7VJ+y2h7T8qJzVDCidAhjHUmdxrRJY7KQC/ARMjNS9FJpSnsOgeGbFM5CIzqWTIplJnt8E4zPn6jslm1UAg4AJ0bCIwLdFmVor162FwXoGlGTgVteZkR2qoRTUdigbqjAYDotQQAMOrddYFnoRewGYjmVO9knhlSeFU6oZCMuO1c8XYLuDYTjeohzN9P1yt4C/R7PpEIZXODzcJs9T7t7N6PXOOTuLOTo6I8vg9u0B9+8PybIc17X46U8fsLHRYDqNOT6ecvXqKqenE/I8J0lyHj2asLW1QpbBcDhnbc3n88/7HB6OOT+fkiQ5aZrhFmlQk0nE6mrAzk6LDz7oE4Ypo1HE2prPYDDn7GxKp+Nz7VqHP/mTz7l3b4BtW0RRxuHhkDTN6HTWcF2H+/cnXL16men07xDHa+yf3Gdv89iU4JVGLsg/UzdMlpttUbIev4uhKL5f9I0j8zqh1Fz5lMUAj1iuk5DJRYzRa0XFaW2M6FTY0hElW6VDFFUx5rLwqP2Efau+SDMZVP7X53RYBE46/f5pgtRqiKZqL7UdL5hV1b/VFNYq0yEz8HUu6l8sVNWbU1Yxlsp6PuXkVdJshdmI1XkE2GxgZgAfQXMQEdZdAivhcNhkGrp8cNzlrtvhfN9jFNf57P4qD8ZtAiclWEk4D32O4xX6tSkfnnbZ2zhhmNTJB5CGNqfjAMdL+fnZJm07xppm9EOfu8dtTkOfeeKSZmDlYDvw/uEWq/U5lztjpv06j0YNprEDWFh2Tn/o0/QifD/hZze3qeWH/HyywaOogXUMzUsRl1pTVvKI/lkdd5YxDWvEvsP+Q8OItO4UE6e7GOfTUPdHmAQJdy3TWch+q5SllmUhTi38HFGyGWmpbbckyUCqRDuUMx9pF1og26AUttUqx6GuT8ecNVgRTYcrX6DDJ3KSpwGAKjshx+g02io7okHGMibk+SqU/tqFV+DZ49zLQilVs/CIaPNzPN5YjWj/0ZDWq5FZwOjzQmTVjNi92gb+Y3q9GkdHf5NHj2acnIScno5JUxgMIrIsx/M83n33Hmma0WzWmc8TksQAhfE4YTqNSVN49GiK7zscHIwYjWJWV+uEYUyvN+D4eEIcJ3Q6Pv3+jEePRoQqbhBFGZ4H83lCvx9yfj4jihI6nYB63WEyifjggyNqNYd6vYbv13jwYESnEzAcTsmynMkk4c03V4njlJs3+7hujVptlen0HrPZbzGf3+fOzU+4vjuguRKxuz2k1YzKVWvVqDuaFIK0frHYU21I63oRd/2nJcsgKfMyMZPBfUDJhlZF+MIiS0E/MP3wDqaPv1Js62MEwCI41wk4OmFHgwfR6Glxu+yzrM08KUyy7JiqxgQW663JGCNjwpPa+jLx9Et7AUw3NBHshJShDxE5CaoWIHJGyRxOTa0ZyzZVMOOH5RhlvQJswCj36GVtxm2PZlIUDkyN6HIUePSGbcZD0y9X10P6sc94y2O64XLrfA0/S/nEXeWh28YLUlaDGT/9/DKnc58ktMkji9PIJ88sotjGcTLmbpMocfg86jAeeQzndTaCGdPcJRnVcQ9zVu2QWehy82yVs4nPOK1j5vw5xuvGpJZNP6kzGdWw0px57OLaOb6TcjhfIQpdrqwN2dscczL2+cvxJZr1OZ+fd/CdDOtezkkj4HwYsGqHOPOc6Mxl1qkxP3K4k7e5Hg5MfRGnKKgonTgrn88o9ehZxX2qReyuDWmtRcahSHl2YTeWlavXgs8iK6gl+2lxp7yXjBbJwpEMIjmP6FD0bFhnvjrqfygJDBGsWstSZUWYUmUp9Il0WEQEpxpQaOCBOkZsmQD1BapIuozVWEZJZ+rzZbZsu4RSHDy+TZdLewn+PyzEVOddrq4NuDe8RBB06fjXCMN/lx/96BXAYTyG73//Pufnc8IwYjJJCMOU69fXCYI6s9mMVsvj4GBEve6SZTAex0BOluUcHs4AC8uCDz80Vx9FKaenE8bjhDQF24ZaDXZ2OoxGIdGSClNRZMBHFM1xXcgyA0LyPMfzXNI0w7Ytjo8nvPfeQ159tYPr5nzyyRlf//olwjDi/fcfYVngujYbGwG3b49w3TV2d7e4f/8/ZDY74I1v/k/E53fZ/6TL3jvHBngo1mM089i/0yVwEjprc8KRy/64y17zmFY3gn8Tgh9A8JdwOi4rNotERBcXFP+rQ9HS/ySMKkymrGX3EYsD/i7l5CBjcS0nqS0mphnrajtZFiqRCaXeR2cSw/L2qH2OXIujXufqGB2medK1vbQXwGQAEaZCgIZ+wDpNSupKtDAi0VNgDlYBRtrHXDSQdA7pfZg/8thf6RK8mtA5mxPGLvvdQvOwCvvDLkE3oTObc+IEvHv2Cq92BhxMV/jhgx3GjseaP2N/toGdWrzqDmBmsesPeXDaYhLW2GxPeDRskGTGZ0WJg23luGR8PN2k2Z4Tpzafn6wxCW1yLO4MOrh5xlYwIXRcZqlhL4yZ1yh1idMaDin1xGTmuaRkLsxyB3Kw7YwHp20adsIr3RFeM6V31ibPLJw4ox/XuXPcIY8tdqwhzjzHrufsjgbcP24yi2u8UTsnrjvsN7vsrRX+S4RlDoxGHvuz4j7V5oS47B902Wscm/BMB0OrfkYJAGyMYxGluwYIhSNYfVjsLrUYhJlSa25dnEfHh4W1kMrWsoaMr/aDxYqlmu2wGjweNhFKDEwq66b6PFT76UwT4Wv1NkmDXRZO0WBGg41lqbhPty81vPK0bJWnaTeq2+T2CsvlY2QaLm0u/e2E4D9LwILATaAL7918k2vXXiEIdoA/IAh+k8HgEaencz744AjLMnU0JpOEu3f71Gou4/EBb7+9xfHxlPX1FabTmE7HZzw2GScmLOIUjIUp9HVwMMG2DWBI1QXnOcznJjzzNLMs85cUzz5JMvI8Zzabk+cptg2OY3N6OmV1tc6tWyY35P79Ee22w3Qa0Wh4HB9PGY8jLl1qcOVKgw8/PGV722NlZYejo/+a11//GRz8N/SO2mZJZkUt9g7aBF5i7l2ESZlrQe+8zY2VIpe/C7wBG1NY/6Tsv9VlD0IeZzV0QS9dN0fCqwWbecFqfEKZrrvNYj+GRY2EZkCq9iziZM1yVK0aIq5qlJaFUqrbdIjmJfB4gaxGmUoOpSBbs9p69VMZuATMa7pPkLk0gDk4NXBSuOkWfa+RgA9BZhxBL27DCgTXi355BoPYp1ZL+fHRZU7nDWw3YzD2eTBYYTStk1sQna3xysaIpGmzuTXFG9Xx7JQ4solTG2yLOLPJcwALO4ZZ7JLnOVHiIoDCyVPmuPRmsuqcAI4cDT5ycjIsktQhTm28WkKaW6SZRZo61GspZHA2CWj4KXlwzqO0yWprxiNWGCc1avWM1Ia/OLrCXucRjp/x4bzLdnPCipVw1GjyerE0fI/Cf0k4C+glbYKgWKzOgsBLYA69k6IWibAKNQxAuEMJHDU7ITMnH1O1WZcZEAek/1Qm0QJLISYOZF2dV6cL61c5v+tRhjJEKOqyuCpeNaMlUfsIiKhWLEXt71bO9SQhKpXtz6JiWzz6V2qScSb2vA43ZXHV9xZmAJIB7A2MTvTW3/bw/4N5iVgD8Ot1Tj/6Km+99a9hoMkm4JCmNp99dorr2kynEcNhhGVZzOc5YWhCK+32kPk8YXOzQafjc34+YzCYkec5WQaz2eIvSdNFsHHx+/Nn+515bo53HPM6mcTYtqEwHcciSQwbkmXw4MGI6TSh2fRI05TDw7BgOSym05jRKGZ3t4llWdy6NaDT6fLmmy2m0wS4ir+aMDiol2l4BbofTzw6rblxrC4wB7+WMPDqZecSQe5HYF2BlYfGH2tdhb4Ny7QPmumS0Em13LowBmeUTPUNSkmK7tOZOk4LQTXDAovVkDWjIcfq12VW/WxZVVT927X2Q4tiX4ZYXiATek6Ehi1M45SiNdKIxEnJjFeYD4k/yn6CtoUtKb5jPPfovDovB7Y5+EnCoGEWiuw05xeVDqe9GvPM5TwLTKbKuIVNRpT6hKnLLKuRWTZ3TxxaeYTnpjQaEQ+P29i1nNyCOBbGwoCHLId5LENE6bTSJ/YI67H3OZDk5r9xXMdxU4r6YNiWhV1PSLHpzzx+cn6JKHfxcLHdnNHAo27HhLMacQ64OVYdbs3X6WxGvNk5ZUoNNsEfJgzyejlIF+Ph2PbotOflDCQr/Fe/bujYrnqesj6LMBvaUenVdwEa4Ewpx3vRjwjI0Ktoi0AUSt8qAmBxWromCZQiWJ3Oe2FVYAGPLzsvP0I+E3ajo84jIKQaglmWIlutaqqFqM9nXxrT8aRwyrL94HFpjNT1Empblk0pMl7Z+Btw9AcRYdc1pXn9GnCdcPYGGxu/Txi+QRAYeeLR0YSf/OSAP//zB/i+w6NHE3y/xmQS0WzWiCJzFYeHI9bXG3z44TGXLpk85SjKSFMDOrK/hpGjClwsK8dxDBABmExC8jwjihxms4R63SGOc8IwxnFs2u0aGxsBq6t1Tk9nHB1NWV31cF0Hx6nh+w7wVUL+S5pX/6FxjpLbHkNzJSKcuQR2YjpIHcLIpelVMl+Eeghhxzb1NgTEy3IqKxgBuA5jVGf+OsVetFdyjM5gEX/wEeUikF1KkobKeXRW2jINSFx5r9kK+Uy2eSxn6pbZ00KG8ptf2gtmFouzWWkgehEyKSIja7PITBlK0CHHyqqIUIKROjR3IkLHvSgtzhxCx6U5jUxxrtwlcBKYwAyHP7l1lfv9DtOJS5pZBI4RjKy5c8KpC3ZOPLf4fNjGdjM8NyOd5YaTyB4PkTz+o5/fcizSzEV6bZpYOKTkTkaYOKzV54SRw2jepD+psx7M+PzRZXBz5vMadp6x0xqxVRtzNF4hmrmsejPcJMWZ5vhWDIcQjlyaoulQKabNICJMXIJmYu5zE8K6S1NqgQgDpSnSDcpZiojTdPqdpN8KeJBQiE9Z3t2hLH0tY7p2HvIKZVptdZYl2zzZcbN41ZVAwXg9KamqC1NqUCDeLORxYBFWzguLrIaEXQRo6H10Jsyz2ZcqJK2mDFaBRYrR+tSLVz2TXaeM53cx410DaG9i1k/532A3HrL/0ZuQv4OfXyUMt5jNAr75zX+Re/dSoM5gMOaP//hzwjAmjmMePRpzejolCGqkKXQ6Oa5rkyQZZ2cz+v05tZpNlqVMpwme5zCdWuTPSl/8FU3Yj3rdDJ9papPnFisrtYtQi23bNBou02nMgwczksQwI51OB9s2QOT0dM7WVsDeXpPZLGE2W+P69f8cgs/h6sfA/wHnGbvzIfs/7UINfDshjF1mc5frq+cQYGYANS5SaNkAjmAvhklsusNfUGa0tTAZKrq4YpUVCCmZEikKqCeP4lfEpIiprCgtmo8NdY5lTIZmvWU8EF8iYFZnrslrtciXDtdqhmWZaSmAFLZ8yXK8YJZTajWkwUDp06VUrkasMvuVVEpxZrLq6hXK4nwAG7DbH7J/1oUc/ElC2HeZ9V2uz88B2O90YRcGmx4/PLjCzfN1wonLdFpjGtfI85zL/piVRkbbD3k4aZNk4Fg5l9tjRvM6rpuThM5SRvaXa9KDLFJcHCei6UaM53UcN2elGdFlwv1hm1lcw08T8iinn9RJY5s3Vk6xEgjqEe10zulxwJY3Zc8+Zma5zDKX65fPSx1EDYhg1x+yP+7CCvhpQjhzmeFy/eq5eUYSx4VFpkJS76T4mjxLcTSyDpcIRXeKnyhLZ0gGklyLDp1oYKS36//lONdmMeTRVAd21IFucTF6SNfrq1SFo/LZMpBRDadU3zfVhT5fjQ59li/FMso2UrUWZQ0HDQAptq+yuETKdgMTV/l6cXBwg1Zwib096PUCBoMWzeYO3e41+n2H2Szlzp0TfvCD+8znKbOZSU89PDSD9mAQEgQ1Dg7GNJs1XNfm0qUmg0FIq1VnPI4ZjebEcXYRXvlVmWVRhEWgXs9wXZfxOML3XWo1hyzLmM8zLMuiVnOZzzMcx2Y6TXjrrQ3OziQ91+azz8a89lqdvb03abXuYnpPCLwKK7dpXYvY84/p/aTNYFinScT1S+e0bKV+nRb3/meUdHPfPJcJ5cShTpkZKJVJqytEC0Nd9eMNtV3CITJog+nHui6IHCvaL82Y6lCLJB7oY+R8GhQ31DYtZq8eJ1ZNudUTGAFCL1mOF9SkOJiYRs86c0FM6t7oVWdlAKN4lRBLhEHoh9CaRuxZx/RmbQandZpWRHc2oXfcZpx6hGOHu2GbP/38Kg+cDpdXxtyft0lwsZ2caeLyIFlhPPOo+ymNICbBaDcaazEP7zSZzT3ixCL/BZmMX8wy0rhGP3KpuRl1JyacOxzZTXBhNZgzmtRJLYu6nZHkFiPb51qjT7MWM8clsWLShsVn9jqvrZ2b9Nn1aJH69qFFxJ59TC9vM8jrNDsR1189NyLSOqViXTKM5pTPT3Q5NcoKzvKszlgEGcJ47FKG0QRoyn4yg5HQiZ7VVLNgPAoNh2YlnlaavFqbQzMUy5aoX5alos+jwyf69dnrcTzJvhTQsYzVgHJxV72fUOnyXGXdFEmPfrX4nO8WJ1gF/hBkXdlWy+XGjXPgdUajFvv7LYIgp92u0euljMcJW1sBo1HE8fGU3d0Ok8mcu3eHzOcplmW0FFtbK3ieUzAbCYeHI2aziDy3iKsjzF+zaYAThuA4CY4DSZIWQMMiSVIcx8Z1TUhmba3OxoYpmx4ENd58c4PvfOcyYThjNpMVqaRh7wC/DZ4LtU9pEXHjWydlepkI6ASxS9xBckOLWId1BCuxUc6sY0IhgklgcbkEKTvgUIIHAQQeZfGxasaZNkndlYH9rPjrUE48BTTotqXZNgEEVQZGLyTnq/2XnRP1OSyOQU8Tp760F8SkEWvRjwxaugFBqYQW1CwxR1FTi5ZDELFQbwW13hpF3Fg9gW+Z1PX9T7oEhwnOLONe1sHaAGsD1qczPj/t0Lk0p9GMOThuMk5qZFmNeZqTJC5rjRlzIDFZFAAAIABJREFUHNLM4uPbm/THnsnXzS1+0fDJL2Y2aW56yjxxScYOViMkTj3i1CHzI5LExrUzyI3/qtdSdlbHTAc11u0Zb66c8532A0LXZWa5j7NKopmoQ8uPuHHlpAxlCUGgqUkBHA1KR9AqPu9TVnsF8+w8Sk2IFPfShb+qZc+FohWHoUMsupKqhwmn5BlPrvhZFXQmT9lP3muPU60mWl20bRn7AYuaETnnC7jg2xVKxkMcd5W6luwlKCvBfpUie8jGoMtvFK/flZ0nwCajkU2vZ5iJw8MaGxs1gqDOzZtneJ6D48DPfvYIxzGhizzP8f0azabHaBQVdThSHj7M8f2QWs1iMomZzWLyHOL4VxNWeZpZVplia/QeLq2Wh+PYhGFCq+Uxn6fkec7R0YTvfvcqOztGVGoWoXPo9R5x48Y1TIOUtKuvg9WE9l/CKDOdVRZMqopyZB0JiW8eATas1EyYxcc8nkMWNRWy4rekzMIiYw0l8JASImITSgCgmQsBLfLZSB0j7UzOLxMNuZ5q6quc26lsl2uqttdl9rRMrSrweWkvgOWY9i4NUhqIFojKjFga3wol+pRBRxqhAHfZV5ZRlrT1A1Or4/3jLbxZyqv+gCO7iUfKqd3gwWEbr5kwHdUI8pjOdsSjYUYjiYgzm7PQx01SwsgmyR2i1CZNbZILHcevEnCISU8zOS5h6JJmtunDYZ1GPaFdjxhMPXw7ppXOOT4OyMYOf6vdY8cZY9UxehcHeqM2N9ZPyvAILFYkhbIsuVCvGgzKKr1QFkTUjkIuWcDNEDPOtDF+UQp9iY4DSgAiQFTreDSrIXYhUM6KOPFUpcjCYjhEqsVpE/RazWSpmmgxpC5HdZ+qZqQKTrSG4/mnT18K6PAwbHy1nLQObdW5YMguBKIesCJA4zcwqQtXMA3mOxjU2QK22sClgtnoEgQ5nc6bfPaZxdnZmIODhA8/PCYME7a3W9y7NywyQVIePZpg2xZZZgbzNE2p1YwQKgwjZjOTpfLXHwN9dksSIyyV1NzpNMG2Lep1l1rNZmWlRr1e48aNTSaThLW1OtvbAdLLfH/O4CKPdYfRaEqv12U8XqXZ3GJ3d5fWzj+FemYco9Q9LxDD6Nij128znnk0w4jdpCjU4wOjcrVoSWm/jcEkKSWYlAmf+O1q+EGYhkx95rHIQEgimPRlCd1ICG5CKWqFxWw2nTEjvkaH3p+UApuqY3V71sypNgEZepJc1ai8tF9zE6ZDNBjyUH1MA5Oc7hYGaaeUJbelkR9TAgtpgIJipeBMD0axx/6kS+AnOHlOuOrw/5xd4zhtkHuwdW3C1dmAh6dt5onDzHI4vOPSn3o4lk3djoktBye3GEzruE7KLHbJsPlywEbVLDKM87KtjDS3SRKHxEvoh3XsPMOt5Vx6dUwtg1frJ6y9HrLdHV+wD76TMBjXTZVpzMq2vbM249yj2YhMyfR5MYWYUFYmLUDJKPHo9dqMJx5NP2L32pBWKyqB4TolXQqlAHVEGU4ROt5X74V50SXs5fi0cq4L0Silg7N0iqywDFoo+jRdhb9kv2VhmmWAQz7T56j+OZX9f0VMh2VZ/xbwXwHvAN/O8/y9ZzqO5TNECYvJc7tEGRZbE5GPwyKzAWX5W9mZrwLb9HoQBDlBAHCZev2Ezz8fsLaWYIp5WcxmKW+9tcEPftDj6GhMkuT4vkua5oUg08O2LebzlDBMLoScv25mxKXm1fNsbNtmPk+p1x2aTZdXXmkSBDV2d1vs7nZoNsthPQxTmk3TFEajhP39FYIgo9NJCUOX/f019va+SmvzQ4NsfAxqiMwsbH/QJZgmdJKi+M64y152TKvgCoYsDt4rlP34NgaMnGJOG6n9JNSiLVSf6fXqoPQJ1YmEnFMmNfL4hJzR5XO02FRARbWaKTyeBqzFofpaZd+qIPXXsAn9/9J+MR9mFxksRYuTRgJlI9K0rTQEqR8hpXtjtW2TxQGnqLPd+6xNQELwaoI1yrl/0qHeSBnc8Wi2Eg6GLbabE6Kmy8fpKg8HLdw8N2mpQYKbQ6OWMksdciCMa79GgKO0OS6NWkTNSUkTcB2IEou6m+L7GXYHdtpDvv7GI3ZbI5pOoVJ3IcSl2SqqtKYe+8ddAqtYXXfusn/UZe/SMa16VDqZgp0anRfFD4OEzmqx/+dd9r5SFBoTpyJx/YjSkci4I6ETGYMEgMpsR4dcZJYhbUQzIKIHsmxwJLwiHzypCFcVRIwrn2nmQ8Ih2qqVRRMWQU6V7RDAURWXPrv9VZmODzHLp/0Pz3OQNHe59xIykdRHTY1frEMmlfw2MLWxrxQ7djESBElVCtYZjer0ei4//KHN1taIy5dfpVmsxOt5NWYzCII6Z2cjHjwYMBjMabV8ms069brDeBzhujaTSUy97jIaheS5YT/sX+Mp6bxg2+p1k3Hj+y6rq/UizJJy545Zm2UyOeGtt1bZ3LQJQ5jNEq5fDwDo9RKCwCIITI6eeQ3p9ZrcuLEN3YfwYy6Um72oTZAlBJZJqQ0aJr2vF7e5EZ9QhG4vBmkJfcsg3TWnoY7BMdKcZX25Jw3OwnToKI9MOsVv25X9RReiB35dwVQY1zaLoRV9DlgEOvq7tcBdX1dVrFrVorwMrXyp9gv4sGK0CBLzl2dlfFBmuDITlt0FCQsdJ41VGokAjhqMIo/eqM049LidrPJG9wz+Bqbq3sjCjTNsF9I5DIY+vaMmse+ythIxTea4VsYkMq00tmxSG9LUKcSiX1Y45YttHpk4k+emZGmKbyU0nIymO+N05LPdGXM2D5jMPd7ilE17RnjqMhu5XO+eg22KfgVWYoqAJZhUfxt699rcuH5SlkQuwGDvXpvATwj8BGLM6xx6D9vcePOkDJOJOZQpzpIiqzUcso8UgtOaES021s9dzPW4GPQtWGQaYBEYCDioqttEQKq3VRkOfS79umxtFb2uSrW4mLZfEdOR5/nPASzr+RqxOG8hKuRZXaFMb65RsBsi2LqCUSTuFh92K38doLnFaPQt9vebBEHE1labk5Mmn3yS0u2ecHISsbnZIooyzs9nZJmZEdTrDlGUsbXVIM8tGg2PwWCOZZmF2Wo187nrQr1eI/5VK0efw2o1SFOL6TTCcSzS1DA3nmcX7zOSxJRLj6KAS5caXL/eoNUyPWs8ntDpFJXUOAHm+H6DwaDID4sflqIqX61meb+4gAmmgFFcv3jQItqX1aGhHJhlkBY2+rD4XNfyqN5tHdaQrrWsbMKywVyHV3wePzcYwKNFoBqoeJR6M61D00AjU8fCIvjRoXwNWF7al2O/mA9zgde5cJ9W34AP+mab2zfdx89KXYfOlYZSEyJIF/M66hUz77FhDtOHFv/3zevs3BlxYgfs7Aw5O/dZqUW0/DnHgwYj2+fqGwPGYY21fE6rEfHwEaRYTKYecezgOWZBsDi2yPL/j703iZEkS+/8fuZmvm+xZ+QSWVXZ1d3VmWSJVDdXENNsDKHRoQVoIB0EHSRIEAhBuugkYcDbHCRoBF2kOfGgg4CBpNFhQAwIUCJHFIeztUjO9Ja9VVdXZUblGotHePhibm5upoP5F/b5F888PLOqKzOl+ACHu5s9e/bM7Nn7/u//LS8hfe0Meh4zypSYkXqQJh4hAfXSlHEa0NiNqe/OmLVKxLOUH+9vEpV7XBuPuBP1aH+UmUMGRxW6/jyh2twaUQtiTsNqpiP65M6fDRg8qdC9NVmIHqq1Yk6Pqwvp1M/D5iDPRjkjd1oVVkPoTs1yuPwIpC5ZuC2VBSQG5KGvmuGwWUdRv8XsAovRJxpI+OQXidqu11KxUgQPXM6jq+fp+Nx6nud5v+t53l96nveXEjYpNnbIboU8rxqwXiWnq67NP5vk/jNlsgcvYSyt7Mj9fZ96fUq9XqLTmbG/D7PZBqPRlDT1+PjjE955Z416PSCKEg4ORngeDAYRo1H29u/tdWg2y7RaVWazhGq1TBBkTpdJ8nqriOkUJpOENIUkSUmShHo96/USNjuZxBwe9s+zlLbb+VvRapUJQ3kq2bKKmfllvv6z9uYsz5PvHAd5POxwnsAozsLXZIzV5k2djEvG5DPyyaKMzxpQFLkrWUVv92mHzVnBdhdImJAvOqkzhsqxOnmkrVPqcLXFBaDgKprldRc9fh0cQEavdjnPQnWeP0Eb68hnvSLaY1k6epKX2R90qK/F1Hdihs0ycd0nTjxOyhXKXsLHD9YoBym/sHvAwZMm42EAUcqzR00ePu/QSCKq/owvXD+lGiT4pQTwaFSmlEopVX915fAqJMEnnPqMwjK1UgyJh09KI4nxeynJgUdnOGHQL/Ns0MrG/y+T+fe9Da0bEeG1AK6TMeIbELYCWtUof9kl02cZWt2IcBLkL2AK4SCgFUQ5Y6VnIJDTqNrkLyKTZFFk+jlDXuf5IGizfgp7obdr9qFmvmW7NpNskffHFvniLl117Jr66DqtI6oFJZLZ1Lb5M2Q6PM/7EzL1buX30jT9g1VPlKbp7wO/D/Cu56WQm1UgG9h1OGU6yVJqn1NYFllKKNM2c/CW3eDBwKfbzbJCnJ21+MIXKpydwdHRCV/84lsEQYl/9a+eMJ1m/g5pmvL8eZYMbDiMqFR8er3xfGG1Ent7WXzV06czJpMpw+HrT4b7fuYUmy1El3BwMJiDjRlhOOXGjQZHRyHf/vYBw+GUr3+9xY0bADF7ezH372edvla7TRjuMx5PuXPnEKLH8JhsljbP2rXX7nM/3QYPatOYsBQwjgPuNHrMeovO+7IIXEI24UjIWRBYNHFKBIpdl8RCPvHfFjbT5bzpgoniEyLH2qcquMr6h0sbpd9K/iDrL6JFZ1CFRSD26aPer+Qy+SzGMD1+fe1r3TQffPVgPB9O0wSmo8WwWekAAjI0xS6dJ4FBZc4cHsFTWqx3Q9r+hAf9LpubIw7COk+Pmvxyc0C7NOE03KQX1rjVGLDdHTGaVkjCEttbQ9aiMeHUp+KNqdRmDKOAQVx7DVkOkSwS0KMEpRmjaZlhVCbx4dHDNo1mxNpmyEezLkfP6gzrVarMeDJp8avbj2lvR+yV+tz/ZBuAWhoTJvPEYd1erntVgp+9d+blI6hVYkICxuOAO+/2Fp3G9Iuqg0R0WKwMVk2ysNdYjSr6+S94qQtb1iCPKIHFtVU0uNDshWU+ApRDAjmrYXNuWKBgGQspp/N+aPFNOz7jkNk0TX9n5dpWFAmDlXdOoo0km3aFzJeGCdmEQmirNlnHkZX7ZsA+2ZTz/TVgi1ZrRhh2qdcbjEY+6+sNPC8mSSLAI44TptMZg0FEq1Xhq1+9yQcfHFGrZQBkMJgSBD57e12azTI7O00ePDglDKd8/LFr3ePXR8pl5vk6svDfOI6p12uMRlNmM49Wq0y5XOLhwz6NRond3TpBkPBnf/acb36zRbsN7XaPe/fG7O/D6WlEqxVy584x7epP4NH8RPJsjqDdiri3fsD+tMPp6Tx5WNSjPY4Ykz0mtYDmuZ/GhMWINdmuTS7WL0NMsRJiqiPcpHtY51IrLnChj7HOocLMCOuhGXI5RjJeazBi6ykSMy++kp+D/DzGsMUETQZ4eBWQlNyQd2id4AXyqAXp9DNoBRHhMKBejRlNy7RqEenAZy/s02jEPBrMOAwb9P0qpSp8ce2Ynl9nMg64lg55NPUYhxVGfoUvbR2zUx9Tms142OuwP+mS8OpD/F3ikRB4CX4A6RTSJGWS+PikNEsR3iBhMKvyk9EalSilcxax2RhRilMepW1+tLvJr3Se0E4i7rUP2KfDaVSlVY64s9PLnEJFuSjU365F3Lt+wP5Rh9PjKq31iDtf6dFej/LnJllLZeDRg4jYaK0JRZzZdM4WyB1RfdQS9bDIcMg2rdS1H0VgymmmAlMOtU8zF7Z+HQZrmRR9Lj2aWTC0mrySkFmPnD4X51HIwWOlSoZCqmTT4yHZqP4Wi5EqkDtuHT6GrQF7e1/l/v0NIKBeb/Psmc/Dh/DFL6a0WseEYUKjUWZnp0WvN+bZszM2N2vs7/eBLMHWO+90uX69jeeViOMZx8djnj7NVozNwmg/h5v0giIhs77vkSQp5TIEgUel4pMksLtbp1IpMZ1OGY1m3LjRZXu7Sr2ecHSUsL//hLt3+8AJ7fYpd++KJ3QC/AR+QoYezshCTuSZ/Aza+xF3jw+zB3tK1kd9qCR5LjFJxAiL76gAC+30f35NLC7OdkbOTshkRYMP8e2SMq7kYVasA2jN7LMshUxSxMSiwYo2nxSZhHRCMS2ho+yVvK4SkBEnh+TKQn8H4A2gFuUPW+g0yb0P2VgmTkZzO+Pe7T73H23DGOqNKWejCqNKmTSE8o8TgnHCO2snVJ7M2BqP+OikSxAkjOoeVCCZelRrU9a3xnzpzjE/e7TO00mT/UftDLSXPNIkYfaasR0lElIvG7vSUoqXengp1KpT6uUZu60Re7U+Hxxv0A0m3N44Y7s1osaMNJjw4ck6v1J5An6WhfRu4zDPBuqRzwwkvbGw5kC7EnH35mG+zHzAos21pn5DPsDIbFnnZqmIM2hN6eQYaEF8PM80WiJ30BT/DaFPWiyyHULPCCDQIEVvR21nfpyABQ045BjNdlhGBVXOOpHCpzUGf9qQ2b8J/I9k2OEPPc/7dpqmf2OVY0tkFiZJ4ifr4lREA2kHHpneyqIckLMdknBnDWBAu/0t7t07Yn//bRqNKs+fj3nrrS5rax5RNKJWg83NbY6Px0ynCZVKwGQyY329wfXrLUolj3K5xJMnA5rNCg8e9PjooxPSNKHVCphOE8Iwee2AR7XqEccp02lKEMD6eoNKBa5da7Kz0+T69QYff9ynXve4davNl760RqNRYjIZs7ZWYTDYJwMZA/JR8QT4DkQ/yzw8JbfAFHhADkJMvoLZ5Dy4hSOy7i+PEXJTmg4l1Q6Zviqju3dDHa9Fsws6z4drAoIqq6NYhPXWoAEWM5dKnfrRaxCkQ+/lvzblynDhYkFes+70/xt5uTEsJnshhmTvi1DR8/cnVf4AsPjwJXRLqHjpdPNVTNtBxL2dA/Y/7NDwI/qzKuXajEY4xYvBn6ZsVUekW7D/rMP2zoizSjVL6x2nfOP2Ax4+X6NSmfFo0CFuwccfrhGOK5S8lFotYjIJIE4pXi3285fAT+YRgh4lzyMoJdSDmM3aiHfbPa5NR/SHVcYjn7fWQr7UPaKRxlABLyanO49ZnDlY26lPPjuRlOfWZ0NAoA11s6mK5TxeCSotiPvgR3MGQ00j4gSCAQQNGI8gSqDiMndIEpeYRTOJnMzFVhSF0c5M/a5jXUyFa5vtJ9IWPVVa3Vfo00av/APgH7zocSWyWyogUmazFwZesY/JiC8c9oyscw1ZpCcDgJB2+4S7d3/M3bu/BpQZjeDgYMxwOKHVanJwMKbXG9Lt1nnnnTW+973n3L7dIU3h+HjI2VlMvR6wuVkjilp8//sH+L5PkmQLvX1Oa7utLPV6nhq9ViuxudmgVitx40aHICjRbldYW6vz9a93+PDDY7a2qtTrHpPJhDCMuHmzTqs1VjXWyMJR/gqiH2RmlWdkA+OQLJ+5MFBiFxHPyrPMX0PMJ5ItWEJWdTcVJkOnNZD3WjKQalZAwEQJNzMg/UiAg2YwXKLzeei+5yov/ic2AZitS9qfcLEe8UnTEyebLOxKPl952THsYnYnNTP0YqgMoBTlHWGoviFD4pIoRoIK5qxtuxpx9/Yhd6/BWb/CH95/l35UZRSVaQUTHn3SJvGgW5uQlDxCr8z61hnpyON4VCfySjQmEeEo4LDXYCMY86TUJPJKTKc+Kelr5ddRK0eUyzOiqU8pgVZtykY7JKjM2O6GtG/EbLeHdOsTKk9iNhtj/G5KegTRyKffr/Kef5inOx6SJ/6RwA+hMeWyZaE2mR3pNVD0LES+5SODkDiHluCcoQha5HkylMIPZLSKL9K5C6YUcUge5Meez7w1CLDhsPp88ruqygXq4zIJ6ogZEVcoLma/a/vl8krMK6JcxJdK/04T8GQ2fW1+gF0MZ0KmycSedoeso00T6Ai99Qj4R1y79kucnDQYDEp0Oj7VaoOnT2M+/njK7dtrpKnHzk6Tw8MhT54MGQ4jOp0KnU6F58+HgMfaWo0kSRiPI+L4813c7TLxPGg269y+3eHhwxOm04ThcMr2dodbt9qkqUeaJpydTbl3b4NyGfr9kP39PtPpjHI5Zjb7Ce+8Y5HutzLAsU/2OQB+TIYEDshX0gzJnsVjiCbZYxLPl5BsXJWs6a5IDe3YrddXEdOF+FvI8TWzDy6GpMIiiLDshRVR/C62QUCOLWPrmpnvmvptFzW0/h+2vVfyukvKRdu2HfxrGa0utn2NojW9JR1FUutKbof5i9AuRXxhq8cPn25xvTagWppx8jziz0/2uNnq8167x7U7A/704Vv0+1WOJzV+8fZzpv2AUgCDcZV6Z0rlICb2SkRTnzj15gnC5FpSXl1O3JRWI2JnbcxgUubwuEE88/G9hDvrJ3TWppQqCYO4Qm0a8+X1Hn48I37i0duvc3JWJxhnSzSc1Su0w2gR8cuKjyfkiqZCTqdWyCJg5LmI+UXC1uAitSrjv9CqgbATliXQTpbzT0sAhTV5tBy/NXCw0Sr6PDY8Vu+Diwm+pPGB+aDKyXF2dVoXZHgxGPFKQIeIdeI+H8glHElQq0wjpQNJbK0ssvOz+XFrwFoEe4+hEwO32Ns74TvfuUkQfJFq9ctE0YhGo8Jv/EaXRiPhrbduc3w84uBgyO3bbU5OQkajKScnE9bWalSrAbduZe7JZ2clnj/PE2/XaiWiKHmlIKRWy/w5RqMpa2sNNjfreB7s7FTZ2WkQxynj8ZRr1xp0OiW++MVdnj49o9/vkSRHrK2dsL5e4uHDgHa7RLsdAz+Gf/iDbObwMzLUICaUY+BHwAEMJ/nsXXCiEIRFDpXaERRypS6KWMoJayGPX7Mgcrx2THUpbeukqVkPyyxoZlXq02U0iNDlszipi6J9x4T10WyOrv+K6XjTpEwWlqhnqTFZb53n6mBux/fCjPUgypHmWvaXNbJO2p3/HpKNaYLUpfomeF3w5h2zcS1mr9pnb+2MO+0Thg93uDEeUJ/GlNMZSeIzqpRp+xHdSsjptMre5oDnQZ2nRw1IAyClVppC4DGNfWaf+xiWAh4e8TxTakC1NOPm1oD1+ogblRE3G32alSnPD5p4tZQ7rRPeaZ/Qr1dpVSO+m+5wO+xzOzklqKTcH21zr3xAu6LutWQMhTxUtk2uOyQpFORmsAn5YNUnd0CUgaFk/scJBDILFpF+ABf9LwIW82qIrKnGakChmTQ9qrmiTnwWz6d9ODR7IfVa9kRGIhcIKYILL+aR9kpBhygWm5q+PJknZJNOA7ndU9YwEM0ky4gKFmgyj7J4DuXntNu32d1tMBrtMxgc0Wj8Gu++u0eabvHtbz8DHlIu+0ynCeWyz/Z2i+fPh8Rxyu3bHbrdOnGcxbo/fco8cVgIZAzCaDRhpBcA+Ryl3Q7w/RKzWcJ0mrC31+b4OCRJUnZ2qtRqUK/X2dvb5c6dNmdnA370o0N6vQG//MtTtrflJgaMxwn7+zPu3p3AH/0v8OfkYAMytuMEhj/MJ2glcn9SLfJc9dzJOk/KPm2WCLk439KMglbksnSCnoQU5byQV033sSIlr9dfseDDBVjKSDaTYrHJwPRaLS7zzpW87pJy0YYtT1AUivaPCrJoFsjNKLqz6nAo6SzSocqQeh537xzw7GmLwaxCI5rym1uf8MHhBg/OupyNK+zWRjwad9jeHFOqJKSTbLn6r3/lIf/041u8df2U6MMdGtUZp2dVvCQhjAMCP+F0WlWOpRf4/5+L+KSUSlnm0NnEJ23G1Csz4rjEeFIl6PQZTivsdofc/cIRd/weZ8MqPypt0e5MaE0jvhY/pT7JMo/KRHW/1+Hu5uHiDEMDDUmJLCJAQ56H5CHSK1A2VXmxGevY+UCHI+m1UubAcyE1uYjs0z4dPhfZCrmAgEU2RJfRx0vdhmG5EN1imZCiqBRXtAumrC23XF4Z6BBmXtPX4lDqCZIUoCEvqtjmxBaqE7CIf4EsMwzzFQAfcu1aynQaUq93yMIr/gPG46e8//41PvzwmOl0wjvvrM2TaUEYThmNYkajKdevt3n77TWuX2/z0Ud1giDL4zEaTXn0qE8cz4jjmHI5Yz08j/nqs1kTgiALYf0sxfeh06nQ7dYIgizCpl73mU5Tut0K1WqZUsnD9wOuX29w40adx4/PKJXOCIKUWq3EJ5+cUq978/TwMbVahdPTEfxP/03GZDwgdxL9AcyOc1ZB8m3AxeHJRdLKoplWLCjRjv3ipqMzRetjZGi0ppqinBxTU36Zr4erfjHtwsVrFuABma6QdrjAj/bp0EnSlrXlSl438cieoiiTCYvRBdrePf/vlaCU5BS+HKbDam3u/XkHaRExHfu82+ll22IYjwPerzznw8fr9GdVttIRX73+hCOvzrNek2oUUwunpF24fa3P7ttDhmmZdSIGvTKfHLaz1WdJmM4CCCHxwC/BLMl8xJLzXv/Zml5KJDTrEbVSTKUe4808gjSh4U8ppwnN2ZToaUB1e8z10wE3qmc8HrQpzVKCJGFrMOa7pzv80tYzGHPuC1MrxZym1ZzRkHspAE4yw07IlY/MRuSeV9R/mV1F82+pRwaPBRupMBeihPUKrppVWCNfipL5du1P4WIvtLj8LLS9wGUysayFNcVAdlOWAZ/LgMjqUOKVgQ7rhCfPcQQ0xcO4SgYcRPucmQNnLHqkSja4IXne7RD2Ws+4/zgF1qjV1gnDv894/BXu3fubNJvXqFQOiaIKT56EVKsB16+3ePjwhDhOKJU83n67w9FRSBh2GAwmdLtr/PjHh+ztrTGZzAiCLAdIkkxI516m02m2Tovve6Rp+plEu/h+Vme1GvDrv36LZrPC/v7zBDAxAAAgAElEQVQZw2FIo1Gh262Qph61Wpnf/M1tvvSlDdrtCvfvH1KrTbhxo8bubp2nTwcMhzOePk14992sC4ThP6b1v/4hPCRjOL4D6fHi8hHiO2pBgB2S9EROzAlSh84ECrkD/5BcUWuFLft1iK1lIYTx1HWi6tC+H3o8kW1WbHoFfV6d18P6kuh8HmUWAZC+LmmnDB+viCi7kk8lmvKW7yGLFHZAvg5GmM2I02Qho+9Ckhd5uTRuacLebp/7o21IoebHhIOAcTng3s4BzdKUymBG0EjZro4oJwkb/pjTsEqtHkPF46vvPeJBb52txojBsxpba0PGs4B2LeSk36AThXQa2eqsZ+MyKQnevKeWPCiVpsSzgE+7ZotHSgo06lP21gdseQNOqFFpzEhKPt1WSHmSUPdmvFvr8W984UOapSl/9u3bzJISX6j2+GKjRyudsvE85MHzLr/QOcxeyBMIuwGtKMqcSGUtG5nxaEpd7r3cf2HTJaqhTZ4iW+oQT3KnLTeZm9BE1siZDKlYK+1dchAiZromy30ntBOoZlJcgEKX12yG/u8y79hpkjYHSXv1denzrC6vDHTYWaQoqhkQTbNtHXGwKpPZ1sQGKp1FnK5EG7ZVxTc4p9TajYh728/ZH4ecpsd47Qf4/h/zwx/+PTzvOuXy32Y4DNnd9Tg6mtDvR7z//i6/9Vu3OT4OOTub8OjRJ4RhxMHBiI2NOkFQYmenQRTFlErQ600YjWocH4/xfahUYhqN6jz9+nQl0CGLybl8RCoVaDTKNBoB1WpAsxnQ7Zbx/S5R1CZJknl+jhLr6x6jUczmZsTWFjx+nC1gt7tbpdU6Znf3OR98ENLrnZA++u8JPwgY/9cBdx71eT7vPwfm2UiTJJJZR/uJA6gGFCrf0fkM364YK5YyKWtTpktdeps4lVq/EJkoWv8IG7aqzRq6rdpPWR/v8vXQoucdut6J2lbkR3KVm+NNlZTsycuyhJCHz6pIhXMmZMDC4Cw074zFWbeIdLoJ0Ie2F3GvfsD+kw6ngyreIMWPE3442MLrp5SjGSdpnc7WhN3ZgAeP17jZGPCrtx5zs3PGX53u8rPDEtU44Xjq8fi0xSjxuVEbsl6fcI0hceLx7LjBg2SNNEmIkxLxrESl5jGJPeIZFJteMmfUEgk+HtPz5Bi5VPyIsp9Sq8a0GxGen9K5HrFZGRN0IPBTwtMScalE1Ztyc6vPLClRiRLe2uhTfjRjkgbn9+z2+JRvD68xfhZQO4oJ44CxH3A96mXeIi3yLN8++XIZwjTJgnwl8ly1NrSsTJ6xUuhS69HOfF80n9qUyXK0nCtqKSiKWmf5FDDSne/TQEFHmbiAiEScaJHFG+QZCRsnzqnaH0QzFAIa5PkWOaHq0N6Xhw6vDHTYmaYNpa4B4zkb6U/AF/8NscuJ44C2rekYanneZWAD2qcRdzcOOatUuB9uU7/pUas9IQwPaDT+Du32f8nTpzFbWzV+7ddu8N57N9nfP2U2S/ne956eZy89Ohrx/e8/Z22tRhAE3L27zf7+KfV65utRqfjMZjPa7Srj8ZTt7QZHR2P6/ZAwnGW0pbrYIIBy2aNc9llfr3FyEjKbpYTh7Nws02h4tFo1ajUf3y/xi7+4w717Warfk5MJo9GM997bpNeb0OsNmU5DfuM3OmxvZ8bI9fUGw+GAp08/4N13E1qtH7F3/X/m8Dt1TvertP5+xJ2HPcZpxDPzjHSUmHRxCVzRwELSgesEWbJvZMou6w+wmMRPgxmdW0MkYRGEaOZFuoc9p4APMdWuYsHWvh7yX4ftF1nEdT/3C8pcyZsmolC1MdBS2sKAaCUTZunRhQrTnsQygYIMPcvCVPP1jNpRxN3OIWdJhfvPtqmPY2pnMeEooFGKaTdPeTpo4UXw16sf8d72Ee0vRPzF5Dr3n2yzXg65tXHGnUqFv/xklzAqE4xStmdD1huH/PODW2xVQ5qdZ3wyWmMyLbHRnUAtJa14PHreoT/IIP9sYbXalKo/o+InNMsT0tRjOK4wTT0m+EBK3ZvRrEbUqjNq5Rnr7RGd5pR3105IAhh5Zd5794jeWZ1er8Zaacy9LxywPptQj2KawZR4WKLmxzxNW7zb6RF4Ke9XnlPuzzjtVmk9j3hr1mNIxANgYwDNAfjPyENjxU9DJ8wRHaGpSMUycUKe/VqymQqtKWWmqr4SZNEsMlqK0tbRIrJtQIZ4JGbalUNDRNdZwy1NFgHBi5k9FgGGiJwrVN/adKSzla4mrwR0SFIo7bBns8XOzG9fXsih2rimKhGHgDKLa56Xyei2/az8/qxD/XpMvRfDGtT3pmxtPaRc/s/57d/eAf4OGU2SpUQ/ORmRJNDpVOfhqRXCcMbbb3eJ44Rarczjx2eMRhPSFH71V28wnSb84AfPiKKEdjtgZ6dBt1vl7Cyi358QxzGzWUocQ6sV4Hkl1taq7O11uXEjIYoSZrMZsxmUyyU8z6NWC6jXA9bXa3z1q7tUKj71ejBfJTdiMpmysVHlvfdaTKdDbt/uIqPY7m7ABx/8Jb1ejzT9mPDwzyl9K+Abgwe0/+8Ifgb9dPG+++r2iTuNdDsxB0hkifyXW14lV+wyoZPnrp+xFuszIYBHHztjEZzCohlDzK+oY+Tb5oHxcadMd4EBl+lGZ1O257PtsgzJFeD4/4oIqNA5D/Q+R84GyVjpJ5wvXqkRue7kgorVALnf71Afx9TjLOdDPYjZKo8p+zN+u/swf0lvAj58eLCO76c0y1O8GVSCBIawGYzpTkMqT2ecTGts1kZ8NFznZveMze5TPjpc52RSJ0gT/vX3nlCqpAxOa4xHJU5HVTxgNM3SlJeDhE4Q0qzFdPyQgV+mWY4JqjNubZzxyUmbKAnotid0yyG30zN2ZgOiUYBXTamuz5icBGy0x7x3/ZAvfeGYdOBRm8UQwm5jwE+fblBNYoZRmXEQMPaCLFKlFeVRnTPoPjvPs5bNO6fgj8gHq5A8RFbbUS0AcWXy00yIrCyrlRkop1JhGLS/hmUNxIHT+lG4kn/ZsNciM4yNqNLbXCBEG5yXOY22lux7Q8wrOhuli9YWq4r4hlaEudAZxewUW7Sk7Twlspd7BIOTCt2jCayTvdT3ofY7H3A62QV6wL8D/A/Al2m1RnzwwYhOp8J0OqNS8Xn2bMjmZpUkSblzZ4M0Tfnud5/Rblf5rd/aodms8u1vP2Vvbx3PSzk+HvPkSZZCvVTKwEOSlJhMZrRaJTqdKr4f4Pspvu/Tbldpt2tsbdVZX6+Tpin7+yekacrGRp1ms0K/H3J0FHLtWp3j45C7d7fY2Khx61YT3x/g+x3C8DH1+gnQo9XqcevWdzna/5ecfm9I69mMO4c92t+L4AeQnmb3XJsaInU7p2TWLSkzZLG8NhNooKGTMs5MGe0QLqBlFVBinTk14yDdQMZtV6JBFxDQWVFtUq+S+bZtEnBVM9tR9Wjmx4bLXsmbKB6LDoOQz4L0YC8Og0YRxEneKXQsuE+eQXONRXtkjWz8Sip065Pc520GtWrMaVLNO9Ye2bxp/r/ej5l6PpXNGcendRr+lOmwzJ3uKWmS8pN0g7PTMl/bfMxOa8i3T3a55x8RpfADb5ufPVynUYvop1X8UsrO+oDTfg2PlIo/o92cQpSwXhkSU+be9hHX2wPW2yF3tw75vz7KfDJqrRmlaUq1H3OYNBgcV6i3Y+7eOGBjc8Ktm338NOW99hH7fofwWbYGTas85d13j/n4WZdZ36Ncn3Gn1suysEqSyPlS0N416Oi4fevxrk3zVfJZlVg7NKUrogclPViIg6muP07IlqsXk4b2g9B+H8J+SR+yxlbNkFgmwcWICGgoAiUaGAs74ZsyrlHJ5cyq5UXZlFcEOnRCTw049GDvq0+DedIwHdYklKR0AnlBdSUddYJ5h2oNI8LnAfVKnI0dZQj/NKDVeQZ7h1lCsv/kd8CHvb0a3/nOf0Gl8ha9XocoqjAYpOzuVjk6CtnebrC2VufgYMiPf3xIrVZlf/+UjY06n3zSp92u8s476/zRH/2Ufn9CpVKi3a4ync7Y26uyvd3G8zx6vTGbm3UmkxlbWw1arQrr6zWuX2/T759x/XqdnZ06m5sNPA/+2T97Sq3mcfNml7ff3qDXe8DZWcjR0TO+8Y1DIOT+/X1gSO35/0P4UYD/LwO+kRzQ/mS+ENU/gf4oWzQW8uFR3lXr9yBLz6O2CbCwuXO06ImbVvh9VUaPrfbVsyYZ139YBB46CgYuOnzq9mg/D5mwyP9lPvv6moWR1SytPl4CsWDxvonpaNkCdVfyOoqADh0WKY6kIqEpo3w9fHLKXptVdCcWqantCbQ6EWESUC/H58trhK2AVhplZTfJXATmJMwXkh79XpWTYZXWMzhLywRRSimO2A6HrHUnbE9H/PHxHdqziI9O17g169MPq/SSFu9u9zgaN/jkoE21HFHxfSqVhKAVsrtxRuKXqAQzDo8amXdCa8Tu2oD1bsj1yoDZzGPHG9Nuh1zfGuLV4C8eXiedetzqnPHWtVN6Z3XOSilH5TrfuPuAdhqx5/e5P9yGMtQqMf5uyo36gHuVObshg8Yu2WByg2zbibmf8mLuks10GvN7Lyu662RhsDjASNSkTFwFaMjjbZM7rHolRceLmOd+7pSoAYdUJgBFfCa0P4d24rQqO2Yxt4cGKHIOzZRox2ddl3XR19NCEd0++Y/j93J5JaDDIx98baQCLDqWduZlfXnxpKNoeygsOl9JpXoMmIdL7SV97gfbUMpmCGEcMCbgzsk8HO0x8LeBX4H2vxby9Xf/Ln/206/Tan2FON5mfd2jUunyzW82mc3uMxiU2drKcnrcvBnw+PEI3/d55501+v0pZ2cR29sNkiSh06ly/XqXdrvMcBjRaFT56lev4/seZ2dZUrK7d7dpNLIpTLYmTJevfe0GW1sVajWf+/d7XLvW4P33d2k2/zkwZGNjRBCcsL19SLv9DDjl3l/9JfsfdTg9q9KKMp+N9jjKrm8IR6PM4qTHPVG4WpHLLZTIDBHNTOpvLRJ0tGxmL+fVjIgrT5F29tSMiHQL/YE84Zhuq2ZNXW2VfdqpWQOJy0SzHpaV0eZDPb7p9l3JmySWAhe4bpM9afv9vId5c9NLEEMtyVMDwGLoV4M8Rfccoe7t9rk/ni/dHsyXbp8E3Gn3zpmP87qm8F56RL9f5cmgxUHQIPZL7HYH/PraI2ahz6BfoVqd8Teufcit62f874dfoTqdUYpSmtGUuFRipzGgF2fru1S8hF/+8lNOhzV6oyrXtkZsdcecHFVpnkWsr0344tYxbMJkP6BdjfjPfu2veDjoUl+P+WTSZrc7pO7HvL1zSsOL2SiHBI2E7Wsj2teizIcliLj35QP2H81Xfy1F3HmrRztRq/fq3EyV+bfYgaXMxnxfV91HWdJcoiMlzl07Z0EGMMRnQ3vQ66Q/JebL0s8nsdQg7YNXBBK0g6lmHbRzKVx0+pRjYRGwWNOLdRB1RZzoshIHLAvE+Y4yIi7zkAbWq8krAR06IsE64Mk7VyLrDyLpfIT2xIlAZ4VzVS4dT2uMMrTLEfeiA/bjDqdelZYXcafVo30a5eH3kvL7D+DG7oBv/tt/zH7tWwz8Dp73Hv3+N9jaglqtSRimVKsRBwen9HrP2dyc8uzZjM3NGtWqz3DoUSpNuH27yu5uHZhQrcZsbpbx/Sl7e1Nu3Wrxox+F/NIv7dBu15G3IE1jTk/HfOUrHfb3Tzg9fUQU/Yh79z4iCCBDECHVyvc5+lGddx4+hT89hANoH8Dd2WHupf0j4Aj6k4yRlNVfrdhoDxGrwC3b4DJnWJOp9qvQZUIWmQBbP45tYgJypSfX4EPKirjMPfqcwnYIzrdA4TJHWPH1kDHJWv50nVfypopmOlwpsF2hjFvkUSzzbWmU2w3b5O+qRsc6dLMJ7WnEvS8dsP+8w+nBfPzyerQDtRS7ZDU9gfZZxK8ePWY/7DC4VsHbTOk3q2z54wy0lAIO4zp+lPCjx5vUyjGdSsis5TGJfYJawpNpi9vdPl/ePOIoanI8bLDbHFAuJ7y3dsSNawP6zTKd4ZQv3jqmxRS2spD703KVG+mA9kbE/rTD80GT9VrIuh/S8DJFVfVnHJ3WeSdQ+SvK0PYj7t45zACCvESSGVmAgAw+kC8bL8EGAhBkNVGhQdtkIEQc0ORlr5FnMNUzFalLKEntFxBUWFS8rXnojIAJHaUissVF0Ir5X+THofuXBSSufmfrk98DLuYWgWKQ4fq25VaTV2ZekTBKl6c/uJVGWXZMoa6nslJAvJTFMK8Rr5K2H2UKmXnZ5yxOyaWTzjtt+x9G3K0cQu0Q2j/j7N0/Yf9rHU6DCl4tpTGq8l47pjeusbPzLj/84Vvs7FTxvDJra1WuX6/QavncuFFhe9vjwYNsJditrQo7OwPW16u8/35CEPwfwHcYDH7M028F9L5Vo30w4Ss3H3DXyyjF1ukWvdMaj/odGMdUZjPOxhVKw5S9QZ8o5XzNE630j1hMT67T01gWYqY+8j73WQ4aXFLEgmjgsmrYqGU/fbNNJxHTjugyPhXVJwBX6rH9To6390ibabTodWcgZ0q6qow4vNpw4Ct5U8QjG7BlaXtYpNFhcWjVkQvK89/bAE7m67LM83d0ycafEzKFKLSeWsCnXY64Wz3MTAZzcHEuU7KlC4SiPIagNy9fBXbh7EYlYxAmVbwwhSmstyf8UvMZScnjnxzssd4Z051NaG7FhEcBX2j2GIUV3iqf0mpElKczKknMjfoZO/GQepwBmdb+lMFZmac/bdE7qNHemHB2s0J7K4seJIBeUuPRuMPE86nUZpwlFUqVlD36eRSy2CT15HI6vz8yvotvhq/K6RdPWA2xdbbVfwmfLZvyOrGYsBtyfh2JWill/hvnIn4ZgfpvI5jEWSSYP1x5SDqkFi7m0NDAVn9kFNRmFMx/DRQ0yNBIS7bpG4jarhkT2ab/v1gI7StzJNWmSzuD1TNDHdWgJUkUPkzmx5zm9bkUqZzPq7KodWAxo1NEbguU+FDp1E1ohxF3H2cI/AcbW1RuJtTLMVv+mC92/oLbX/spf/79twgTn+7tCX/tr53x5EmXTgfCH47Yi2b8wq1DfnXzMe3vR/CPstUk7//jbYapx/6ok2XfGydslsbc//4295oHtInYG2X21ptnfU7SGgfjOh4pv8kDIiKecxFnjbi4wqsGEFrp2YgwXV6bA4r8LCxLUqLY50PX6WI4XMrYrjzrOicr7tP7XYSZ79iv+5VmdizLo1k8yPLgQtaFJiwCnSvzypsoMtDq6JUZeSiFT56EAxbt7cJ4zB0LtfISBC0hGKKXZPYup5HfsiaYmFXk5WhybmapV+fHbwBr0F6LuDs6hC78YLhFpZRkPm5N+Po7+7w9OOU7T7b5SW+Dahzz27cecHzWIIhSagdTkmGJ6ztD/r1rP+DGl7NrODutcP+H2xz26+w/6VA6SQlOEjbbY+4fzNdEuRGx15qPX0Gfk6TG0ahOqZLy9bceZGumSJSJJOTSE0gZn2UsFoZIZguS7FPWthHaUhJ8Nef3R8JmxZFLRJvstQLSkSznJphgrj21L4YOJbVKXgMAn1zxt8jZEO14qsGLREJZtsMuvqAZEwtQLNuC+m/ZkaIolsBsc7Ejl8srYzqk79gBV2aV2krqUgzivKfF5fgnCkEDl8Zkcb8FKU3Nj8vBVeAY0kPwTjh/gQetCt0PJzkltwbvnfXojCNa8ZTv/nCH9XrIL8wOOJw26J3UeL/5nPe+fUR7Mve+DqE9i7jXP+BPS28RJyXW0pDrDGh5U0ZpwEM6vM0hMRG7HPCIDjMSdjnhOn0CIg7IJz3CUsg77LrPch9duS9cZaVeVzm5XXK/NThwgUZbh8ts42ITKriVtIBTy4rKb3sdruN1vXrCpMUFaF2OqpYpknPosdN13it5E0SvvaKVhDzNKhng0CuK6lmvKJH5zDc4AX/uHCmJw6STWG9jCetrcB6RR0ROsWkfQMkxsU3mYCqz/Ml8+ykMvArd0iTruN2s6bcrfbrVCf/+L/6AP3v2FsmRxzv0iBKfcBzwfvs579WPaI/mPmIbcx+MtQP+9NlbxH6JdT9khwGddMp4GrB/2uHu2WGWqHHtgP1ph3Il4Z3qCXvrfdpdNTXxWaQMXWmBNQ25TW4rlntTNWUFcMgCb+KXUVK/tehzamq1UmJRiWtFr3NWCJAQfwrpH5pZgByY6DVbpE/phCFSf5Gpw+6zQKfoeG2q0U6i+hj9beu05S6XV8Z0LBtoBdiKItG2cVhUKKueSw/+MnkoGvAjlcDr3NFymo8B4SlMT6U/RoRBQH1nftP7ENYDrnkj7o4OeW/ziP2jDoNJhfdGR+yV+rQfRwsXIKtft4i4NhvyJY6JmOc0TCEi5iHVc2fpiIhtDs/B/ikZ0etKp61pfJ1AS4s2H9j7YcNhcZSzvy2AKDJFoPYXhcte5kPh2mb9O4raqp+/ixkbkk+IdBmJlNPXpJmOIoAndQiWvQIcb6ok5AO0dqqTpylZIQVc2GyQJ+Y48kFOaDBXBxOlKS/1hFypVlnMdKpNBxJ9IRNjWaUxhFYlIiSgPo0zLFWGMAxolSNuMOCb9Q/Yn3YYDCq0BhF70z7tNMpnjfLi1qBdidhtDPny7BgvmN+NKdSaMadB9Xxgb29G3C0d5uYMHTImjqAy4IvfBiyyEmUyp79QlYOcpRYHUrlvYlqRe6nvqb7HNpRMAIlWQAvmC+38qaNNtKMl5H49WlxAQR6SXW22S47EfMdxsOigalkPV24Nl/+H9FVXhMplx64mr4zp0N79WnQf0/S7DVEsGqz1zFnXbxWSno1qpSDba47yqGPk/yl9fhpvEzyGMjEzAsJBwFv0uA/4g4gyh0hC1Y+5mMdCmwr3yQaBMjEBEtkRkBLRm5dzgQcdPYwpd5nIu6f9JeCiWaTIqdIqdouVK466RDRIKQI11lQhYp+1Ns2J6CUWYBHc2D7k8i+SZ9RU+y2LosO+9fik772NxNP937IpV/K6i/QEPTMUulvPIMWpYEI+mEvoZMDC8ue1aDHR1PH8NDJDEmUs4VFigtCrcJ9glCN55ubt+UdkzgbsPelz/3QbamQZTh8EjEcBdyo9aGSOqHfLh5kby1OIBuSKfZtMudfydrbqEWGYhfT614AOhFsZiDkHFjqJo5hBylz00ZMXQ8wmMgMQcCXXIWYWYaAFnOkXVvz0ZLCTF1XPFvR6LfJbzudVIBCmSify2OVidk5R/nqk1MyFNr9smWMs66CjXMSWJqKdVa3JQ5th9Dbdd1FltJNpy+zTPhv2WnVbVpNXxnSAGzgkBb8h7x8TisUFLmAxelZvLwIjmtWzbdF1pUTc4IADOhxTxSOiSY9jIg656NAo/R4W3wkQE2yfHttzf6aYIQFTAm7SW/AX0yK0vateO5N3+SGI4rSmJg0eZuoYa65YNrPXYu+5Nb8UAcmifBmXgSp9LVaxu5xbNeiwv5eZW1zbpX0iAjIkPNg1qbqSN0m07dvOLq1NXICHtZe31P/+RQc2za7LytoNs39KpmjF7CId+0yVFWCQkHsxzztfezPiXuOA/ajDaVSlNZtHw5SifMIrL+ko0+s7gqAlpFRengbstfvc729DG2ppTNgKGKcBd673clZGf4uIA+c0b9sF26R8CzCzM0eZGejMhlK3Dg4Qc7mAjxkXB2P5HUhj5NmKj4VmJjTg1CyENqWI4h6ofVqhC5uh+5I1k+gcHzoSypr6NAixAEJfZGzqCE15+daJzSxYcfmFLJdXbl7RikbeBysaL9rZqBzvMi0UsR32d1EZwZmnat8UV+RBRJ1D6uQzWj2z1SGjetauHaNB3ruI6xzQo8MRVapEbNIDoqVRIhYMaIXu8p3RAGIVR1J9L60DsAUr9lhX9IccV8RuuMq6pAi0aLDnqt+m3V9FQvJx1rbBMrWXmW70My9icq7kdRXx6bAgwg7EkqdDfDu0t7+MLvO3WjuyQx5hIeuv1FQZrWB9shB/GUyEmpN6xLm0RAZChBLV0XlJxN3gMKs7mO+XtAQyA5sPzOfvobx4mrVoQrsdcW/ngP2ww2lSpdWMuLPRo12NFsGRJgKk8wvNLW3Vg5dNmCMsiZii5DhB9HIOLcK0iBnHRseImUqA1IwsrNlrsOi/oYHATP3G8a2jWKQOC1YHqpxlEizo0OBHgxC42B91fdJZdJkis4sWKaMXrNP79Pdq8kpAxxw0L51datGhlzZKQGTZLFnKWiVkQzq1KUeOOWZRueL4b9ugwbM2fdpj5H2GnMXLnDAjmhyy7qjbJa72WKVr2Q/ZL4BA3ycLBkSscrRmkaIQWb3NKtfL7qUWF/BwASpwsz0623RROy8Tcc61wEP3Md0Ge/8t2A1ZnLxeyZsgkqdDRCsKO2iLSUU/eXEahHPX76AB6Sh/KQXJS7ZMUbyi5EWpRuR+q5C9ENvkAwpk4AVya89MldVUoLAhQslKBI2AkHmxdJRZG86dMvXAWIJ2KeLuzcPsRdkkT3wjL42s/KpNHTqiUKJLtIOUnEPnyNB+L3KP5H5pEwosmluaLAZ+yKxwZo67wHK4fCWk4S5lrZ1ChTFwhb5anxD5tivJCtAQAKBNL5pd0XVKvXrEsmjMntsydpbV0339xSHEK/PpEEZDBn4dEQZue/syR0bNtIFbia3KeryIwrMMoAYakL+TrlmvZgxGjjI6tFJv10yJDj3GlHVdo/Vf0dukTFHUkAUqLraq6P6JyHP3WYzws2239RbJsmfuKqt/y7NZBXzo5ybAww5JOsJPRI/Jth4RF0t3JW+CyECszSTaqU+WurezS8hZji3Opx4eUBvlHSgk62iSY0JmKJssZtTbZjEmvkY+oN7iIsUqZQWg6FDBPou+JPJ7DhAayXziPyNfG0HbCSW9+HS+f4NM33Xn2xAzgm0AACAASURBVHbJAY4NRWVeNpofp18kGXi0Q1tl3l59/hNygCGMR5PFTJMSPkt+XecUtjAwniT90h9RyDrfhgYTss2aUGS7bJNvl3kEtU3nzbDht5p9QO3TZeTjm+0uXwwX22H9k+T3siiay+WV+nRogOzKFGnL2f0uk8Eq+7SsqrA0U+FSii7GRoOIy5iOktpmWQfUb5nZFynmVWj6Il8Ia960oEI7P+r3n4LjXGKva5nJbBXQoY9d1XFWjpNrUEtbFN4/207bVv0aayBY1B7r73Elb5rYUEMXy6FlRj7jlN96VjtnRDzldi2zeRFxLpIB5YwFM8m5CUZCb7WdV46bqXKirLV9dsgiU6BpX6BeJmcqyupYAUWaYvXJ9bOwF2Ih0OYPmQFISK+ABvFh0XZdO0hJBIwGatocY23zlt3x5je5EsxXFdXPxAIOOYE1qcFFc8iW+u3KsaGP10BVs2C6jDalxKa83oYqZ8GGtFM7rdrz2JDeUH272q+vezV55eYVcTwWoFkkRQptGdBwiQu0XFaHazYu2+2+y2a1elvoKKMZR8vOuM6hgYCOBJNjrXK7DJS8iMlBsxpaAV+WD0OXL2JkikxtVpaxLMtMG9akpIEHuO+Tq23Sfm1tlbKambLPUT+LFwFLV/K6iJ75heb/QP2WQVprQFiMZJDyc/p8Gi06QUpn0rZYAQ9aiQt9KLhF9kcsxn1rs3xIvvjcVNWjaVgZnBvzOrfJAynWyM03sp4Z5CyKtFPAhIAdOV7PPrQJRF+TNnnYcEZRHjJwrpE7pckxOuuoDI7nL3gRaNBK1ip1XV5+6wiPNRZBhlazlhnRokcoeXg226fua9YZVTuQ+lw8rwtkWIbDRsFYtiZWZV11Xi6vDHRI32xzEWwUDcBaIVw2SC/zEVgFnBQd6zq3VpxFoZ16uBHm0hVa6QIhVmyIqxynIySkniLg8Vk6Lurrd5lvMNs02LOsgGZ8lomrLyzz7XC1s8gfZGFMWiLWtKXZbW1qkeuybbbA40reNNEzvFB9tDJw0ei++q8Vxvz4eilPi66TFFlzhA7pjNQ+S5/q8E/NlohDkWwfkoemisg+ScLVnH8LQGirbcK6lFU92nFVnGNlm5A+etDS11VWdco1yAsrLI0cL/8lTTpqvx1UL9ijXSYUu9y8y3RRtN3us34gmk3R5Xy1T/qGDme1kSkaAEhEi9z0LsvVu2V0XO3D8W3BDWb/5fKpQIfnef8d8G+RdfkPgf8oTdOiyM5zScn6sPXjEFk2QwW334BLwb0ouJBzFvkYLBMLRixQ0XZ7y/iJ2BB7fbxIkWJ2+bi4jrdl9Wzc5Vdif+s2aDAl3/p5LgOH2pxWZKZa1bxi2Y5SwT7LTOn2a5O3TO6s6UZLkT+Mzkmis6cK0LNg40perbzcGObNv3XujZBc08p/SQYlzhmo/1YhaQUQQ2WubIL5fz/KWrgGPOUiZZiQsRxizpjOP+L/oRW5RJDoJFxyTJtFx6Qhi2yG+GTIKq01smXlxUn1jBwsCPMhgEnqFtGmobLZbqNVJORVIlws2pcXVvuY6Dwc8vKfWw/mK8Nmf1RlwkSgvrUJLCD3QhVwosGGDTm1ANSeQ+oXcHpCdpMh9/cZqOMt86FvgvYBmXARKFhwZQFSzfyWc9m4SRtq+2KMx6dlOv4Y+Ftpmsae5/23wN8C/qtVDlxGX7v+Fymgy3w1Vm3Li9DbReYWl9/HmaOcrgcWwcdlAMflWLoKKyBlinKPFIXjLrtOV2SQvTcu34Vl12jvxWXX5jKRFbEt2pRi99loxWX9wTV5sjqgTM5wS5tkDHQBj1XNSVfymctLjmF6tierlFmqPlYfCTHRUQCho7zy79D7KidQTjIQoNcbgcyZUqq0+Su0k6QwDoKGEzKG4oyLYWlSRkwqkHXgzfnvNrnulXpL5Ku3ltU2VB06xLVsPok6xub0sOBBtgUlqCTZ9WlHs5k6F+RAaoHlsFEp+hkEppwrPBX1W5shrGOpBhW2fu1HokcBfYywGK42W7ZBrkObhwTZWT8kzLFFDI01L+nwWVckzHL5VKAjTdP/U/39F8C/u+qxP28btsvp70WPXXbMsjLS73XCLhFLsRcBjiLHxWVt0eW035Q+VitkMcloM8My3wO7315bEXDR5VeZ5buu/WWkyLfEBY6kfNF5bbstI1QURaRfS13miul4PeTlxrCU3BdDcnCAewDWQER6S1Xts8fqJEzWac+cQl4o0TGirKWzCpOA+i8MhzRD1mGxtkfpqBI2e2Ne7zVyHaYzeIqjKGQAQMpYvxOr/HWqcvF91KaVUJW1g5osK18e5b4ixvF1wRfEZ+44qmf81lSg2Q3JsyLb9QjnYgqsL4RsLzKNyA0SHwx5ANZp1ZouNGCxACI0ZeyicLpP6fZqf46QnDJzsUGy3WVmuVw+S5+O/xj434p2ep73u8DvQgaWxXfJJcsU289LXNElq8y0XVJkStHnsb+LTDpFpodlostZYKPrtN9atJItcq5c5ktRJKs+z5e57y8iehKoRZIZWkdTuBww6bFa/xYTuvabuzKxvJZSOIbp8ev2bVn0Q4c1asdC+W9ny9qHw6W0bJSDoea9EPxkcZYidJrk1oDFl16UtnQ8yW6q/TsEIMgKrVN1/IQsfDUk9/qXy2H+X0wf2qcDcmpPAx5pn84XItdjt2lziIj2cRGF6FUgiPNFrOAijSiDeZqAp5W9BRtiFxKQKJlGQ3KUpk0pWkHb52kjlFxmCP1fspueUBwOq/uIZWYs0yYsR5XFtuj22f5Y1GYLfqzfx2doXvE870/IjUxafi9N0z+Yl/m9+Zn/XlE9aZr+PvD7AO96XrrsnC8yGF9mGlnmXLiMpdBlV2E8XEBDn+My9sQ1S5b2aJG2DR37XlSkTTJJcmUhlbFHWBG9zZZdhb0S35Eic4xLlvlpuOrXbVomMj5K2+U6tU+eNYHJPdKTL1unTK6sOUc7mmq5Mq38fOWzGMP0+PW1r+2mF+332pwi2/Tgbel5KSeLquj1WTR40RQ34MVQnx+fJrnjaJP8JR6R6RkBIjZxjHRy8eGQjil3SMwxTXKH0TNy/w7JcaHToK+psuKgKr4V0hYNOkQXimkmAloliJNFYBGUWKDzg/l9DRzK0TvJ6ouTOQtifCAC8bMR0CH3VT+rFouIJ1DlXWBxi2KlLDdK0Jt2FJXfNhOpbZM22y1jJoSZsW2x5h3U8bB4Xp0ZVfyT9Oq3oTnWdd2Xy6WgI03T31m23/O8/xD4JvDX0zRdCiY+T7EMQRH4WBV42DpFliV2skpL1wUXFRimrEu08nWdT4tWki5/E8jD8peJdfbU2+UeThzbXO20YbYu34hlzMuy+q3pahVgI/v189YOoLpdy9pnyxVdP+TPRBYGvQIdP1/57McwnZFUm0d0unNr+7cOo+AesEXB6tVp9cxW0+fz0ccnNy2IuQO1TXdeHbomyLih9kOeSr1GllRLOypJ/TrGXJq1oS6jrM5fmddjBxsdZicAJZgfFEgjrVOnKE9XAq7570Df4y1y5kDAg/xGXaj81+YI/RxFNHCsmf8WPGiAMlO/7fOXevSztUDBZYYrAraWhfDVuVwgx2WescycBl323tncJcvlU5lXPM/7N8mcrr6epulLJVZ0sQKu/XbfZbPqFzFFFDlALguNhcszSfqO30VOlkXHuYCLPtZ1H3Q77Tn0dek8IS4zjKvd1jygz6MVPea4IlmVIbHnXNX0ZcGC6zgZTzVAuwwYFZmclj0vW4+sTH4lr05ebgzzuEi1o74tNa7FpSg0QIlZdPyT+iQcVxbfCnKzgj/vjZLsajz/Lw6h2plKzCt67RIpAxfpOZ07Y0gGHjR7IqSAmFgkDl7SpEMOdOTlE9+NCy+FsBj6mmU76p4IcBDRylvukQYDa+p4DSICVVb72bhAoWUbDAPlPE4zG1VTRh9jgallVDTYlPr19buAhtwHCy60OSV2lMHUIWX0cVLXq/Hp+Ltkd/OPPc8D+Bdpmv6nqx5cpODg4mBv913moPkiUjSLdSl26yz5MpEvsGi2QG0rKq9/6+C7Ih8RG9Jq6w5NOXsue4wLxLkiRlZxAl0GFlaNRnL5RFxmbvLNt63TRrDAonnbVb9OMeDarpkUV1kJQrDuXlfyuclLjGHaGXFCFrIhkSlasWnlARcjXLSSkJk78+ZUyd50XYee9YsvQQie5GeQc4yyXB+pAh8SSupVoBblrIXO5SFldadvqP9iQoHFjKJishF2YpbkL5KAFq8C5WhxoaFz04ncF83y6GgSm6XT+hnoe7nGolJ2sQDykdV/m+b81rRRxAzUyE0olomIzW/Mb2tKwXxrYBOQxx9rk8yJuXYNRDQzIWLBjAURRaabminnMtesLp8KdKRp+u6nOb5ILpvBumarLuVbxAIsO0fRDDp0bH8ZgOPynbjs3K5ysBwU2HNc5seC2q9ZAb1diwZ5Ey7KZQDK1rPMHFFUr7AkNrqmCHwsA7IiwjjrsnIvlwGdZWBL73P1l6J7eCU/f3m5Mcwjn32KTwYsKi757xroYZGS1gO7HvhldiymFtmuoxb0vrmU5+f25srBH+XsQhrlPhQiMovTSWa0HVfPXsosdvQLtshaFk0iMyrv3G6S+aKkkSOCRDMRMkPXYS/WhGEVqpgaikwBVqGCW/Xp51RUzip4C4Y0+JNtRRlItfnCsh22Lfp+uUCaBRci8uClTZrZKGIpLMiwYNkF4j4n88rPS1YxjSyblYssm/muquBhkd1YhQ1xyWeVk2GZ0nSZVYqUnG1TUZ12e9FqsZcxNsu2y/Eu35GXYU2KnsWq990FJJbl1XABjmV9T8zcL+L0eiWvk0hyMD3oaps9ar8e4F0zRtQxupwNxdWzT60AtEKbf593xjlb4MXgR3MAELPwhgg4qACVEpSS/FBhOHQuDVkSXuyRwoTAPDKEjMFIk3xdEy2zaN58UdAuc4f9bU0YmqWw9L+uy/pjyHatIIVjdM34NRDQz9ElFlTaNmtlbcX2Cavg9Tn0t2G8nEyaq0323MtAlqtPu4DS6lDitQQdPw8p8tGAYkU3LNh+GdMi4rL72zbYfZcpRu2LtYojZhH4eNnIF7mPy0DWZYBwGShw+VvIMasyGK7zuvZfxlTp5+1K6IXjv2ubZnFknwUeV74db5qIUtQUvFDt0iP18CrmEm2fd9nq9cxcwIycD/PbZqGcKw6vwiIzQgYAhGUQVgPyThjM2YcghlpycfDSfhy60wbzt8ifn0Puh7As522YX0+gK9QOndoh0bJF+lsDNw0YLIgRk5cca1klyENodJ1aWVulr59PUWZQF9Oh74WOqLGARM6hz1fEyOj6rPnNHqcZORuFY8sXMTIasFjwsjrLAe4req1kmTLXskxZFzlVSl36WAs0XMcVgYNVgMiy/asAhMvMA8u2Q/4qXOajsUyKlGqRaDChE6bZ8y2rx65TY8GaXt/JnrtIrBmlyD9Gzq/b6Ip6cR1X5OshdchE8tOwX1fyeYsO45TB3lL+dkY4II8vdUVEaNu8daDUDokB+QxfFK1WJtYMoxSKp6I70ih3MFoAKSFZaCkQJ7m9UV7iegXiuQ0mmDMZC1pEmwA0CNCK0ZoVXMu2W1ZIAIYABQ1CZN+pqkP2T+b7BRBKXngrQcHHZbYQH5Mmi8/BlrVMV8t86/ti24ApI6L7jpjgZPQQM5MGrj6L/UX6mau9ul4LSMTPxjIf+pjV5LUEHZ82/4SVVfwZXG7rq5hwbPlVafJl11i0z7axyJn286bqi0wrWqEvY4eSJWVsvUXMwkx9BHwUKfIi51lXUjqXWcVGqBQ5ma4qL7Ky75W8DuKp33qmaaltWFQoMXnPaTnKWYVgaXltjz9VbXD5kejMprpN8zrlhfLEs9NGfgwgqGTgJJhHxFTm5QLdZpcCtZEdOhLFMj0aPOgwUAEWLn8Yfa3aH6Zr7oEu73Lw1OaOwOy3+VL0Pu0noY/VgMmlxF1KfpnytyyJtMVlLnGZiSAHabaPFjk12za42u+CDW+IeaVIab7ocaseW6TUihJ7iVzm5OjK6eGq4zIq/zLnzVWZkyInTldSLusH4lLG1kyxim+GrcP+18r8RZmTZee9zGQm59air9uaXFz/tTOwZZ5c5qHLIltcbbqS11nEkRQu+gLYZE6Y/VJeeoqm64UB0OVR5URcilJAhoTUupSnUuK+OHTq9mmwM//tzZNs1cOc4ViYTesIk0MWo070rN7OwG2Uj6/22Sygrpm5y8/DOtXaa9L3zAI7zVTZ8i7HSmsGK2qfAKkidkHflxPHPszx1hwnbfVNWVgceazvDOa/ywdEg2BYvC9Fvy+XVwY6VrGFf5r6VvEbcJFsRceIuIDBKufWVPyq5pJVnDOtrDJr9gu+9bUsA1K6LXZVWStF7b7Mybfo2KL8GPo4y1Is84HRdepjitpadF8sWHO13eWYaoHflbwJ4rGQL+NccdhkSXZWaQEKZjssKmuXEhTRWXb0TLbpKKtn3vNMk56cU86jGQsLaubtClBl5ZrXWEzUJQpqS7Vdr+PhcooVkCEmEN1u/W2ZD7sNtc1VVotVppiyLkZE16fffhdroM1JWtPottnz6oXU4OJ1FZkwZLvkjtE+K7AISFz1uq7B3gs5Xrfbbl9NXinTsaq8zKBcBATkcbqcLa0UKSCreIpm9tbUINmAdTmp7zL2ZhWb/zJfE+1LUSQu8OESHSXnSgjmqhPc/jK6nJy3KG+IbaMWfZzcTxuF8mmjhmQRS21OsYBlmcNrkSwLt72S11F83H4ZsDhrDllUtFoRiqK2M1Q9g3bNPiFb296GbFozh0Q0aObBpmKX4ywLo2fddj0Yu5S7AA8b0aDrlPNZpSjbNCtggUbRTFu3R9oq4EbEsiGo/9Zs4WIhLHgQMKjr1B/UMS6Wx7ZLn0u2W/BRBJ70fdCxf8v6jQVCLvBmTWV2u97nuobL5bUEHT+PAbiI1fg05gxXHa5jtVKpsDi7vUzB6/pe9r6IOWCZmegyxVdkrtBmhk8zW1/l2MsAiWVBdHJFcdhclkSuyI9DROrRgMslmmHRfiZFcgU43jQRnw6tVFwzRbg4E9dMiG+Okf16gHdl3hTRSkPqHaiyVqm4QiaFaaiRx8ZZxWQjJDSIkDp8c07N8sTkDIwGNzoyxypXOacFH1YZSllX5IsWXY/1TdBttiaX2PFxZRd1XbtNVa5BUJHo0UCYnyr5vZIoKH1efawO3bamGLj4TEWKAIarvS4G5g0BHXbW+iID84soOFfipWWz6MvOsSoYKTIhaV8GOwxoc4W9L3qfS+EVUfWjgrYUiasOF8MgWZQvc8p01WPrWkVeJBeK/JfIFgFeZcf+y+qB5U7ICe4+bMGlZcVelMm6ktdJJE+EiDhCwqIy099wUTnF5OnUMdstqLFiGRRYVJz6vK7og4DFjJo2L64O79Q+HFW1X1gbTenraJuiWb2dtS/7WHOPBlq6Dj3D14ABFp1kNYDQy9fb52KBjs4aa6/HdS3aEdWyTJp9apGzQHqEKGIhLEASsaOMvgfWHKRNbi4GyZbR7XD9f83NKx7LfRlWkVWOucxBFC53inyRtixTPKvWqevSablHZt8ynwYLGlyhoK7ZfJHZyJ5jmSOm6zxFUnSOy/JnXCaueuV6XQ6gcs6iunDU5zpWsyAudsvWqdt25Uj6JopLUYMbBGgnQOtsqsvoAR9HOUu5w0WlId9iBpJ06uL7ATl4sOyCtFEDC8iVs/YZsTNm7deilf+QxRm4XIdN2+1y0LTXhNmnj7XHaTOFdarVgMCqQTHG2u1WUev/tk32GelQYVnJ1oIGu9icrlf3KZdWKdrmUvECglzMl0iRuUnqsyBudXmlTIdLXoTid4meDyzz1RC5LCnTiyTVelFb/jLlap08NcuhwQhczDehJSzYvkpbi8wwq/iG2IiYZf4c9nzWt8MlLvA0M99FfUm3r+j5L3PqhWIHWm2+kXOIz38Rk6Z9RK7kTRCdkVTPJvVvG9qot8uxonx9FhOLCQMhLIiUj1lkU7SytQoOVU4UzGz+3VT7YBEgFIGemCzHhct8YVcu1fcCFgGMPpf2wRC2xKYMl20uZ0x7rI6k0eW0ctUAUF+ztMs3x4oICGmqc6HK6DosA2OVe2j2CTi0120ZK5fPh/YNstdpwYpup+2H1ilaX5uuUx9TZKpZLq8V6HhZxkMcJVeVFxngX0TBrlrfKs6GWqm6FPYq9+pFjpM2XTbjluM1mLFApCh6ZxVnU00QLgtfXSWK5bJzSD2XPQsXoLPAr6gODb5mLPr0rGKOupLXUWRp+6LB1io2uKg0pZzLHi49QwMOGz3hWkPDZsGERaVlz2/ZAldZOa+uy7Ii2vyg22OVnb4WPUt2sRz22lwKMDAfG57qOndsjg3J83voa7RMFSz6sFjzVxHToUUDCX0dmuFwXbPdppkl1H8X4+USy1bA4krGUsYV3WP7fFEfvvzsr1xWUaJFZV4EcLyIaKXqIrBc5bS4kk25fi9jU7RD4irt1UpumZmnSFYxi7jOK+dwbSutUE6LBR7L5DK/iGX+Ka6yy7YXEZgi0tYpF9st7ZT051cRK2+yeLiV4YxF1kODC/1tGQYK/hcpMZn9P+WieUArU+27oM8Zssgg6Lbqmb9lLqxy1QyES1HarKRSzhWZ4pphu+5fkTK0ilgfq69JfG80ANBvowYTLmVqn5drn2VPbFkXCCrqCxZECeC05hHLXrj8PyxYsOW0Q67dB+52uq5vubwy0LHqgLtMCbpSel/m0Pcy7bKmjmXHvkwEh01O9TJ1Sx2W+VllFl9Un5UiBb8sfHWZb4gcax0sdZlldbsU+4sq81VZL1uvbq8FHpYF0fs0eL0CHm+qpLjt4TIoa3rfTokCs90CEM1aFL09ojgtMLBimQApq9O2a+aiyDyCKuMqb5VaYMprJkPfD80U2DbLb2tyKCpngZL1L2my6MMidVnn0BmL18Ul31aFWj8P2Sbg0EbZuFiSZWaSIjCyTFyMiX3Wsl8/dxdoKjLbrC6vBHR4XD7DtyL7XOnKtXwa0PBZyGXOnkVSVHaZM6x2XHS1oYhdgeWhp/Yctg47jC6rI2F5jpCXeTYukHKZH4dV8EURKlJ3xewrYjtkn03KpsNzRew9F1+OK9PKmyY6DbqeqcLiLFmzHnYfXFS2LqdGyJ0O4eKKojr6QtdlAQXmW5gOOyu3K7ueqP+uGbpWUtI2XZem8F3KUvJsWCAUclG5aRZC6tNti9VxFlygyur7BItvtwATrVyt7wyOOuw2u12cR/U+GwVkQarLR6iIBZJz6O3WJKdF30Prw2Mjf3RbYLGfukDTcnllTAes7t8Al4ONy85hf69ynMiyNq5a38uyIC8jqzhtuhiky7KRzky5orIu84jLuXTZc1/1vmr/iGUg1gWeXG1wRZ9ocYEkG2mkz2PDdG27rwDHmyp21g6L+RQsCLEKVA+91m/COvlp04FlN+wQbpWkVkLaEbFoJq9Da7XidrEKOLbZ37pNcg1yfUXOo7pOabtWeC7TlT1G2mDfYgvIpA6X8rTX4Pq2vy0jIN/i6DkzZV33Vt8v/Uxc5g7XPZJj19R2l2lFyhaZduxvV18rAmPF8spAx4vMbF/GZ2OZDwUUh4wW5dZ4ESnyWfisgUeR6eFFzmMjP3Q9en9RttMioOIKGS2KCFlm4rH38jL/jCJznHXa1PlSXHIZc6KBU9F9FzBS1Jar6JU3XVz0syv6wZpA7LekVIdstJvgVpau8+r9sk0UgU3VrhWanfFb0wgsKj/LPLhmzhrwLGMHlilQazL4f9s7u1BJriKO/2vvJlnZ9ePBgJoEVAhBUdEQgg9BFIMGkQQfBEFQ8CH4INE3P4IGlYAhIIIvIiTgw6oIURRUiAGDvsQPJNHIJrIKkqgYVBaTDdm4N+XDTO39z3/qdPfcmdt9J1s/GGa6+/Q51R9zqrpOnWquk+WLfxsbF9k5P4fl2TpZwKrK0Hp6D0WbGW6tYwD2crFcRsuBDrfwcarBwedNjVCuT6/hc7J//M6uJR9rdr2zaz9kmCffe3RanTo/ra+SF2IomzAudB9OEtViFYNgyFCS1pXFuaCnzaEJsrrkUEU6JE6F98/WZUp7R7a36Bpa0rrYIFIPRtfU2qyNOG6tM0v6hp51xWHlCBYVMrCnAPjtr6qIdD0H7oG++dXtwS5tj/10+mrIdAaLCpafpkNZhvI7S7JkXhX95uMN9BjV05IpYx0qCTlZqfK/UYNHgeW8I9GeenkYTQ0f747hsjqEkw1TqEeIZTyGtmaLeo5juU41mjjYl2VRQ1cNw8xI4OnJ57E404ePVT01arRo7E98D3cNTG50KKw0M3c+aN1QpTYW2ZN5hgYTrgPXsd8hqCHwOV5l9kcrNXlr1kq2beg03j7vRJRR7xOfw11ZrzIMudf0PgBmRks2qyWTqdhWstzHanBoB5+5+iHLbIzsIu+21ZuhxgOX4fqjjLa5g0XlneXJ6PJ46DY1REKRP4fFWBCelhr1QdbxTJNd5JlUuZx6I9TzwrNBshkgsazn7ryU57aDHezdF+HBYjnUK5ENv2XXirfpPnx94qNxNcCiF0zb0uMPr1mWw2U1JtHXkZGUP0AeoNjVGfe5yLO6DrpzX2WmC/9eVa5VjJW+QM9Mhq599Nq15I9hAw3gbF23lgzqUYjPjpTJ9ud1O1gOENW2uuBhlNZxc1sqS5cDsjwd2wQnB2Oyzh/IZ11khojumykgoDuQT5NeZR4Pfpsr769DQ6po+Ul+Vbe8KqtsOIA9PCw3/6siXXiU4X+ZGm88/KKeFm4DtJ6VMw+h6PnMhtaCMA53sXys3HY29bcLnT3EdWXeEi6ncUMnMHsTsB7bCdmfj1Nf9tcyYrs5FJ6OzLvB9I39d9Hluj8oVjEgDjLmg+vXYYMg80AM8Ris0/4qf634BgAACddJREFUaJ4S9UTsNwdH677oQl9H31c3x3nEPpdiL0Pp0HaLw4Zj+ak5BoRZIXe5nFsGC29jwyOe5nex6DWIcpkSV+WTJaEKN38oyHNYVjatp26Nq2BYKWazclhhqwLXJ+mjWPynZ4o8ZNjBsnGhqAHSpfS1rBqSx7DnAWAlvyP7M+p54nspO9c65BHom4XjW4d9eB81SrNgU72HuV2O2dG6hzGZ0cHTKFnx6dh5KMNNu6BVYbWU8ipsYiZCyMWueK1XgxWBfGilTwFnxkfXfkD/9NcsODeuqQ4pDfFStQJYh7bP27LA2652uZxmQuXhlvCeDBlai+m4bIgU20Z4OjgBF9B+d4Z+d3k5VFnoGH42PMP7A8tTZLWMTjHlIRh950q0H/+g2DfiKXiog+MUuE5+ks6eotVIgiyzQtYhEJY11sU/Sw2xFtmQBe+nXg6+RhzrEMsh6w7ya9SqH0l5nUmUGae8rB6NqEPPmS4D+XRkTamvdbQ8OW0mMTq6Zom0OmENHt2kR2DIUEirvdhX8zT00TV9N0ZTs7JdBgcbE0Oe7Jm+86kGYguV4elk234MvIiJ2K8XqWtdH1mKeD4PzyP3vGQxIZlnqwyPbSY6ab2KrEwir0aW/0BhRXFGtp3DslKI31lmUoYNAo0l0adllkE9OqxMowx7Sl6O5Un77FFQYyIzstQIiHOZPYm3vELnsHh8WVwLE+u5fU7opV4l9oCcR248ZG2qBynzhKhc/J2VbXlH2EOTzRhS9Pzyuuy+ye67fiYxOuI5QZXPKkqipbQ3EevQpxT7hkFaHgpV2KvmDcmmXnYZGK18GhybkNEXz9EXVMl1rztkNDTPip6LrmGXvuG6/UydHjLMU6+yfzGRPVEyrGgjkK+VYlo9H6pUuzwcvD7afAa5QstmgASqFLOYAf6HqaKL/c5iWUZWTqzYs6d+bVMNpWxbdgzxrbNsuvbh41bDQtGyXEd2fbWnVmNCv3lfrptf9qZlgOVptC2Pmx4Ll+WZOXG9WrJGEPBwU2KtQFIz+7KZ/d7MHjaz+83sNUP3bWV87EID+C6hz5GkzCYYEig4xMuxiYjdTElGSNWR5BPEsEOcK13mIMy+oRVuayhdda97rXh/NSz6jknLZMbaKqjRw/Enl3bUy2WLcdlfH+ZYHsPnTpevPHs6mNaTaxboGAphB3vBlvwB9pTRjtRxnORgxdJqJ1NOocBaLybj+qJcJqM+KWubcRzZEELmaWitO4rFYR+g//zrk7zKll2vuP4tg4ENDtB31k4frftEzwVv4+ujeTqy/VrXROXLhge7vDWLrOvpuNvdPw8AZnYbgC8A+HjfToY9hce0nha7nki5bDZNMfbPhidWoaW41OAYkh+iVT54Fm1FypzF8mSxrOxujyx95znK7Mc46Jsqu07QasuL0pUALmtb62xty9ruOh6N28iCSIvJ2Ucf9gLyjjgMjFC6Z7H85tUoG6jS5vF33n4Ui1Mu467i2Rxx12lsCeelOCbruVy0kyl6zbvRGk5gubhebTcUdlZvpvR0ezYEEu2cl3WtY+J6u46L6+Zrw2V1+AnYG3KK/c7R+qiP22L0non2AvZEqGEVHpGWIdA11KTHwveJJnvLvGL9rGV0uPt/afE4Zo8AvcS7Vxh2ya8yDZZhI6aVyTJiA9Aoe9AMGUL6n2xT+friS1rtdDEktmCV4SBgMbi1NeQ0hDgH2fBUl0yrJiVr3TND99e6ImiUUcOj7xiKg2V/fVi82j6Lz9BZG7o+UyTZWHrAyvMyWo461GzXAMqWt4Hb59gT9a7oeh3+6Rr2UcODywPLcrDsWhcbZ1lb2fXQOAaNc8i8NNqeKnBVmdFT8ProTbWHOI7lbLOcrGyI94X30yymahzwsei5b10HXW5ddyC/X/tZ19MBM7sTwEcwS8X3ro5ytwK4db547gbg0XXbXpNXAvhXyVAyHCIZrpm4/YuSIX2Y9l9mb67+q2QoGRYZ1H+Ze7dhb2YPAHhVsul2d/8hlfssgGPufkdvo2a/dffrhgh4UJQMJUPJcHGw6T7sMFynkqFk2FYZej0d7n7jwDa/DeDHAHqNjqIoirGoPqwoDg/rzl65mhZvBvDYeuIURVGMR/VhRTEu68Z0fMXMrsEsDu6vGDBzZc4312x3E5QMM0qGGSXDxcl++rDDcJ1Khhklw4ytkaE3pqMoiqIoimITHJa3whdFURRF8SKnjI6iKIqiKEZhMqNjnRTqG5ThbjN7bC7HD8zsFRPI8EEz+6OZvWBmo015MrObzOxxMzttZp8Zq12R4V4ze8rMJsl5YGZXmdnPzezU/Bp8cgIZjpnZr83skbkMXxxbhmJ1qv+6IMMk/de87Un7sKn7r7kM29eHufskHwAvo9+3AfjGBDK8B8DR+e+7ANw1gQxvwCypyoMArhupzR0AfwbwesySZD4C4I0THPs7AFwL4NGx2563/2oA185/vxTAn8Y+D5iltzwx/30JgF8BePsU56M+K1236r98mv5r3u7kfdjU/ddchq3rwybzdPg+U6hvWIb73T3yuD4E4MoJZDjl7o+P3Oz1AE67+1/c/XkA3wVwy8gywN1/AeA/Y7dL7f/D3X83//00gFMArhhZBnf3Z+aL8Uqiiu4+5FT/dUGGKfov4BD0YVP3X3MZtq4PmzSmw8zuNLMnAHwYsxctTcnHAPx0YhnG4goAT9Dykxj5Rj1smNlrAbwNMyt97LZ3zOxhAE8B+Jm7jy5DsTrVf01K9WHCtvRhB2p0mNkDZvZo8rkFANz9dne/CsBJAJ+YQoZ5mdsxe3PNyalkGBlL1l20T9dmdgLAfQA+JU+wo+Duu+7+VsyeVK83szeNLUOxTPVfw2WYgOrDiG3qw9Z+4VuPIJOnH+6Twcw+CuD9AN7t80GpsWWYgCcBXEXLVwL4+0SyTIqZXYLZn/Wku39/Slnc/YyZPQjgJkz/QsSLnuq/hskwEdWHzdm2PmzK2SuTpx82s5sAfBrAze7+bF/5FxG/AXC1mb3OzC4F8CEAP5pYptExMwNwD4BT7v7ViWS4PGYdmNlLANyISsV96Kn+a3KqD8N29mGTZSQ1s/swi3q+kH7Y3f82sgynAVwG4N/zVQ+5+9BU7puS4QMAvg7gcgBnADzs7u8dod33AfgaZlHg97r7nQfdZiLDdwC8E7PXMv8TwB3ufs+I7d8A4JcA/oDZfQgAn3P3n4wow1sAfAuz63AEwPfc/UtjtV/sj+q/LsgwSf81b3vSPmzq/msuw9b1YZUGvSiKoiiKUaiMpEVRFEVRjEIZHUVRFEVRjEIZHUVRFEVRjEIZHUVRFEVRjEIZHUVRFEVRjEIZHUVRFEVRjEIZHUVRFEVRjML/ARR+H9pPkzISAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(Note that the upper-left corner has an outlier point,\n",
      "        and that there is a slight slide in the axes of the heat colors and the points)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np, pandas as pd\n",
    "from isotree import IsolationForest\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import rcParams\n",
    "%matplotlib inline\n",
    "rcParams['figure.figsize'] = 10, 8\n",
    "\n",
    "np.random.seed(1)\n",
    "group1 = pd.DataFrame({\n",
    "    \"x\" : np.random.normal(loc=-1, scale=.4, size = 1000),\n",
    "    \"y\" : np.random.normal(loc=-1, scale=.2, size = 1000),\n",
    "})\n",
    "group2 = pd.DataFrame({\n",
    "    \"x\" : np.random.normal(loc=+1, scale=.2, size = 1000),\n",
    "    \"y\" : np.random.normal(loc=+1, scale=.4, size = 1000),\n",
    "})\n",
    "X = pd.concat([group1, group2], ignore_index=True)\n",
    "\n",
    "### Now add an obvious outlier which is within the 1d ranges\n",
    "### (As an interesting test, remove it and see what happens)\n",
    "X = X.append(pd.DataFrame({\"x\" : [-1], \"y\" : [1]}), ignore_index = True)\n",
    "\n",
    "### Single-variable Isolatio Forest\n",
    "iso_simple = IsolationForest(ndim=1, ntrees=100, prob_pick_pooled_gain=0)\n",
    "iso_simple.fit(X)\n",
    "\n",
    "### Extended Isolation Forest\n",
    "iso_ext = IsolationForest(ndim=2, ntrees=100, prob_pick_pooled_gain=0)\n",
    "iso_ext.fit(X)\n",
    "\n",
    "### SCiForest\n",
    "iso_sci = IsolationForest(ndim=2, ntrees=100, prob_pick_avg_gain=1, prob_pick_pooled_gain=0)\n",
    "iso_sci.fit(X)\n",
    "\n",
    "### Fair-Cut Forest\n",
    "iso_fcf = IsolationForest(ndim=2, ntrees=100, prob_pick_avg_gain=0, prob_pick_pooled_gain=1)\n",
    "iso_fcf.fit(X)\n",
    "\n",
    "### Plot as a heatmap\n",
    "pts = np.linspace(-3, 3, 250)\n",
    "space = np.array( np.meshgrid(pts, pts) ).reshape((2, -1)).T\n",
    "Z_sim = iso_simple.predict(space)\n",
    "Z_ext = iso_ext.predict(space)\n",
    "Z_sci = iso_sci.predict(space)\n",
    "Z_fcf = iso_fcf.predict(space)\n",
    "space_index = pd.MultiIndex.from_arrays([space[:, 0], space[:, 1]])\n",
    "\n",
    "def plot_space(Z, space_index, X):\n",
    "    df = pd.DataFrame({\"z\" : Z}, index = space_index)\n",
    "    df = df.unstack()\n",
    "    df = df[df.columns.values[::-1]]\n",
    "    plt.imshow(df, extent = [-3, 3, -3, 3], cmap = 'hot_r')\n",
    "    plt.scatter(x = X['x'], y = X['y'], alpha = .15, c = 'navy')\n",
    "\n",
    "plt.suptitle(\"Outlier and Density Regions\", fontsize = 20)\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "plot_space(Z_sim, space_index, X)\n",
    "plt.title(\"Isolation Forest\", fontsize=15)\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "plot_space(Z_ext, space_index, X)\n",
    "plt.title(\"Extended Isolation Forest\", fontsize=15)\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "plot_space(Z_sci, space_index, X)\n",
    "plt.title(\"SCiForest\", fontsize=15)\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "plot_space(Z_fcf, space_index, X)\n",
    "plt.title(\"Fair-Cut Forest\", fontsize=15)\n",
    "plt.show()\n",
    "\n",
    "print(\"(Note that the upper-left corner has an outlier point,\\n\\\n",
    "        and that there is a slight slide in the axes of the heat colors and the points)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example 3: calculating pairwise distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlations between different distance metrics\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SeparaionDepth</th>\n",
       "      <th>Euclidean</th>\n",
       "      <th>Cosine</th>\n",
       "      <th>Mahalanobis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SeparaionDepth</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.974024</td>\n",
       "      <td>0.722591</td>\n",
       "      <td>0.735249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Euclidean</th>\n",
       "      <td>0.974024</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.760075</td>\n",
       "      <td>0.728392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cosine</th>\n",
       "      <td>0.722591</td>\n",
       "      <td>0.760075</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.554319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mahalanobis</th>\n",
       "      <td>0.735249</td>\n",
       "      <td>0.728392</td>\n",
       "      <td>0.554319</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                SeparaionDepth  Euclidean    Cosine  Mahalanobis\n",
       "SeparaionDepth        1.000000   0.974024  0.722591     0.735249\n",
       "Euclidean             0.974024   1.000000  0.760075     0.728392\n",
       "Cosine                0.722591   0.760075  1.000000     0.554319\n",
       "Mahalanobis           0.735249   0.728392  0.554319     1.000000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np, pandas as pd\n",
    "from isotree import IsolationForest\n",
    "from scipy.spatial.distance import cdist\n",
    "\n",
    "### Generate random multivariate-normal data\n",
    "np.random.seed(1)\n",
    "n = 1000\n",
    "m = 10\n",
    "\n",
    "### This is a random PSD matrix to use as covariance\n",
    "S = np.random.normal(size = (m, m))\n",
    "S = S.T.dot(S)\n",
    "\n",
    "mu = np.random.normal(size = m, scale = 2)\n",
    "X = np.random.multivariate_normal(mu, S, n)\n",
    "\n",
    "### Fitting the model\n",
    "iso = IsolationForest(prob_pick_avg_gain=0, prob_pick_pooled_gain=0)\n",
    "iso.fit(X)\n",
    "\n",
    "### Calculate approximate distance\n",
    "D_sep = iso.predict_distance(X, square_mat = True)\n",
    "\n",
    "### Compare against other distances\n",
    "D_euc = cdist(X, X, metric = \"euclidean\")\n",
    "D_cos = cdist(X, X, metric = \"cosine\")\n",
    "D_mah = cdist(X, X, metric = \"mahalanobis\")\n",
    "\n",
    "### Correlations\n",
    "print(\"Correlations between different distance metrics\")\n",
    "pd.DataFrame(\n",
    "    np.corrcoef([D_sep.reshape(-1), D_euc.reshape(-1), D_cos.reshape(-1), D_mah.reshape(-1)]),\n",
    "    columns = ['SeparaionDepth', 'Euclidean', 'Cosine', 'Mahalanobis'],\n",
    "    index   = ['SeparaionDepth', 'Euclidean', 'Cosine', 'Mahalanobis']\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example 4: imputing missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE for imputed values w/model: 3.176113\n",
      "\n",
      "MSE for imputed values w/means: 5.540559\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from isotree import IsolationForest\n",
    "\n",
    "### Generate random multivariate-normal data\n",
    "np.random.seed(1)\n",
    "n = 1000\n",
    "m = 5\n",
    "\n",
    "### This is a random PSD matrix to use as covariance\n",
    "S = np.random.normal(size = (m, m))\n",
    "S = S.T.dot(S)\n",
    "\n",
    "mu = np.random.normal(size = m)\n",
    "X = np.random.multivariate_normal(mu, S, n)\n",
    "\n",
    "### Set some values randomly as missing\n",
    "values_NA = (np.random.random(size = n * m) <= .15).reshape((n, m))\n",
    "X_na = X.copy()\n",
    "X_na[values_NA] = np.nan\n",
    "\n",
    "### Fitting the model\n",
    "iso = IsolationForest(build_imputer=True, prob_pick_pooled_gain=1, ntry=10)\n",
    "iso.fit(X_na)\n",
    "\n",
    "### Impute missing values\n",
    "X_imputed = iso.transform(X_na)\n",
    "print(\"MSE for imputed values w/model: %f\\n\" % np.mean((X[values_NA] - X_imputed[values_NA])**2))\n",
    "\n",
    "### Comparison against simple mean imputation\n",
    "X_means = np.nanmean(X_na, axis = 0)\n",
    "X_imp_mean = X_na.copy()\n",
    "for cl in range(m):\n",
    "    X_imp_mean[np.isnan(X_imp_mean[:,cl]), cl] = X_means[cl]\n",
    "    \n",
    "print(\"MSE for imputed values w/means: %f\\n\" % np.mean((X[values_NA] - X_imp_mean[values_NA])**2))"
   ]
  }
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